diff --git a/PrelimKidneyAnalysi_clustering.ipynb b/PrelimKidneyAnalysi_clustering.ipynb index d45a1a0..3631652 100644 --- a/PrelimKidneyAnalysi_clustering.ipynb +++ b/PrelimKidneyAnalysi_clustering.ipynb @@ -63,6 +63,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "id": "b4a8020e", "metadata": {}, @@ -161,6 +162,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "id": "103f86d9", "metadata": {}, @@ -292,6 +294,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "id": "b3d0d0a9", "metadata": {}, @@ -1144,7 +1147,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 17, @@ -1328,6 +1331,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "id": "1fe25e27", "metadata": {}, @@ -1481,676 +1485,676 @@ "showlegend": true, "type": "scatter3d", "x": [ - -3.9104043062622775, - -2.5997325559472495, + -3.9104043062622647, + -2.59973255594728, -3.290695163400803, - -3.182266550115639, - -4.06506360240784, - -3.4203701437420735, - -3.8295260988568787, - -0.7468904636879682, - -3.1820133619794726, - -3.721222290661321, - -3.852723845849189, - -1.9693951162226284, - -3.087192268444396, - -2.2628504347252996, + -3.182266550115658, + -4.065063602407822, + -3.4203701437420957, + -3.829526098856869, + -0.7468904636879595, + -3.182013361979471, + -3.7212222906613226, + -3.8527238458491713, + -1.969395116222625, + -3.0871922684443933, + -2.2628504347253116, -2.573833316943671, - -3.5765211232022835, - -3.061771000359029, - -2.07324307435985, - -2.0372071396042157, - -2.122428488686411, - -3.4277008727620744, + -3.576521123202286, + -3.0617710003590264, + -2.0732430743598678, + -2.037207139604226, + -2.122428488686415, + -3.4277008727620677, -3.0530725688878704, - -3.4422130562420374, - -3.1614508596401643, - -2.3796693681980234, - -0.8609119119803416, - -3.909257047762352, - -1.8273948202804442, - -4.291133586599348, - -3.6258064386585644, - -2.445370104680624, - -2.2532380270533166, - -2.9877523179752026, - -2.304509246463259, - -3.326540780410199, - -2.4182268312401236, - -3.2612699874135678, - -2.4632953731788985, - -2.60412739647613, - -3.252619979619243, - -2.8547257125612506, - -3.3117552273776782, - 1.7076981738793666, - -3.4637063246289483, - -0.06842904974386897, - -0.41182696047531886, - -3.3695524128818506, - -2.514908050732399, - -1.3888385191375514, - -2.946811951194614, - 2.9127233025956323, - 0.36190061872109264, - 0.6323492222240392, - -0.05677855442251037, - -0.25542543898949205, - -2.946687572687175, - -3.5476857000474675, - -2.9939990162469226, - -2.6650531312944863, - -3.0916331156489076, - 0.4126652939937629, - 0.1698591623236781, - 0.3784501957301524, - -0.30558801245301154, - -0.9064022858804436, - -3.6825785731906824, - -3.1404611238894145, - -3.723702393702897, - -3.1235017463132606, - -1.4102274533446748, - -3.01952301623898, - 1.9091363977273563, - -0.8022092890489689, - 3.1722443366764903, - -2.6131465659583633, - -0.5626559882520095, - -3.1369474694908175, - -4.052897823769657, - -1.802458548133944, - -1.4954953679636345, - -3.6971942870622465, - -2.140182427827532, - -2.033673102512148, - -2.449118137736418, - -2.052507919423698, - -4.310886662638528, - -2.2643855163039732, - -2.812610515695922, - -3.0238600761615024, - 0.6347319429141274, - -3.507095630815711, - -3.2142895747435376, - -2.3530708290485074, - -3.1127636240346126, - 1.1953773057991823, - -0.6762093595336277, - -1.7250613452145893, - -1.4948713138123773, - -1.2145307605187006, - 0.5366769423251629, - -0.213997701888058, - -0.6719001151563325, - -0.39144005263862924, - -0.9743996836597992, - -1.2401879903123312, - -0.8331409876614657, - -0.5329675333790359, - 0.5013540390241794, - 0.5013540390241794, - -1.054420520809692, - -2.2416015112009444, - -2.474561568491321, - -3.8021076306523605, - -1.5663122296542598, - -1.585957820541178, - 1.6099655206414947, - 0.080336371058389, - -1.4056243817553853, - -0.22282304657973784, - -2.307972999745198, - -1.7135790031848848, - -3.242503208033623, - -1.3594975890367815, - -2.4305934504990683, - -2.3552184897608774, - -2.4059816631119726, - 1.1503315920528705, - 0.48116327122511754, - 0.11045545711109732, - 0.18726217619180419, - -0.5553446842512578, - -3.4912173564069584, - -2.4768868038112095, - -0.6738884919224836, - -0.8282338177012365, - -0.23668796049797017, - 0.16781381927929445, - -0.36023079196377256, - -0.7482784887149679, - -2.5564114806466964, - -0.762760742766016, - -2.0358976014568007, - -3.480322685298095, - -1.3211280637615608, - -3.291350579384688, - -2.919356997960318, - -1.635577763309447, - -0.8866420906088311, - -2.171163857460054, - -0.9512768772722224, - -1.1259705547101613, - -2.1983409207655904, - -3.453830798510082, - -2.5959971691072696, - -1.6883785579782276, - -3.324318773811922, - -3.9086235368546043, - -2.310399683710066, - -1.6151371520203408, - -0.7859981183720883, - -0.6184275247664036, - -0.2551589735403765, - -0.8243279541390148, - -3.8675627687785314, - -2.8562808034832163, - -2.8427618392977574, - -0.8044032631287334, - -2.706278354260497, - -1.578325768018976, - -1.6655997851322146, - -1.416634963578886, - -2.0582413888550404, - -2.480200008925269, - -1.8970824116660583, - -3.290408815587349, - -3.9032884632829594, - -2.885406450014538, - -1.4580494334411855, - -3.592627752153196, - -2.8406972033710947, - -1.9954854055695002, - -1.2869146473183344, - -3.6425288101104787, - -3.214459081236438, - -3.5325893496042564, - -3.712734911818104, - -3.6873502672864356, - -2.02174452415008, - -2.363382136955865, - -2.1645358893785547, - -1.2986598375373142, - 0.7562542340000165, - -2.064364287527125, - 0.3701482318170652, - -2.1073426005915747, - -1.8337800298170792, - -1.4463370120947936, - -2.101530306884096, - -2.219257729235249, - 0.34824035117749275, - 0.09634925685240744, - 0.05476104471709245, - -0.24879740410496304, - -1.3056773442024217, - -0.8436720296601004, - -1.8819748369133813, - -2.653870494997772, - -3.5058530116479956, - 9.598705992505927, - 2.6910282192918453, - 2.4641904954690927, - 0.8299570606431698, - 3.8142760512203346, - 1.3563581873434347, - 2.769740721332154, - 0.6080137434504693, - 1.1839308121565464, - 1.1891447131201034, - 2.5301727216924683, - 2.2571099804097483, - 1.6067628970772199, - 1.1585570092612207 + -3.442213056242022, + -3.1614508596401683, + -2.379669368198039, + -0.8609119119803446, + -3.9092570477623325, + -1.8273948202804386, + -4.291133586599341, + -3.6258064386585462, + -2.44537010468063, + -2.253238027053324, + -2.987752317975227, + -2.304509246463273, + -3.3265407804101965, + -2.418226831240146, + -3.2612699874135465, + -2.4632953731788834, + -2.6041273964761036, + -3.2526199796192183, + -2.8547257125612324, + -3.3117552273776534, + 1.7076981738793335, + -3.463706324628917, + -0.0684290497438689, + -0.41182696047532824, + -3.369552412881825, + -2.5149080507323784, + -1.3888385191375343, + -2.94681195119459, + 2.912723302595615, + 0.36190061872108537, + 0.6323492222240445, + -0.0567785544225135, + -0.25542543898948056, + -2.9466875726871447, + -3.5476857000474387, + -2.9939990162468955, + -2.665053131294454, + -3.091633115648875, + 0.4126652939937499, + 0.16985916232367199, + 0.37845019573015354, + -0.30558801245298933, + -0.9064022858804334, + -3.682578573190656, + -3.1404611238893816, + -3.7237023937028706, + -3.1235017463132366, + -1.410227453344662, + -3.0195230162389612, + 1.9091363977273397, + -0.8022092890489737, + 3.172244336676486, + -2.613146565958338, + -0.5626559882520017, + -3.1369474694907926, + -4.052897823769658, + -1.802458548133921, + -1.4954953679636238, + -3.697194287062247, + -2.1401824278275274, + -2.0336731025121297, + -2.4491181377364164, + -2.0525079194236935, + -4.310886662638516, + -2.2643855163039563, + -2.8126105156959085, + -3.0238600761614896, + 0.6347319429141324, + -3.5070956308157077, + -3.2142895747435225, + -2.353070829048514, + -3.112763624034605, + 1.1953773057991903, + -0.6762093595336103, + -1.725061345214563, + -1.4948713138123735, + -1.2145307605186932, + 0.5366769423251707, + -0.2139977018880544, + -0.6719001151563256, + -0.39144005263863246, + -0.974399683659792, + -1.2401879903123163, + -0.8331409876614587, + -0.5329675333790249, + 0.5013540390241983, + 0.5013540390241983, + -1.0544205208096966, + -2.2416015112009298, + -2.4745615684912967, + -3.8021076306523423, + -1.5663122296542442, + -1.5859578205411753, + 1.6099655206415011, + 0.08033637105839954, + -1.4056243817553689, + -0.22282304657972743, + -2.307972999745184, + -1.7135790031848832, + -3.242503208033606, + -1.3594975890367793, + -2.4305934504990785, + -2.3552184897608828, + -2.4059816631119717, + 1.1503315920529025, + 0.4811632712251252, + 0.11045545711109905, + 0.18726217619181737, + -0.5553446842512614, + -3.491217356406944, + -2.4768868038112117, + -0.6738884919224861, + -0.8282338177012168, + -0.23668796049795823, + 0.16781381927931482, + -0.3602307919637599, + -0.7482784887149404, + -2.5564114806466876, + -0.7627607427659973, + -2.035897601456798, + -3.4803226852981033, + -1.3211280637615264, + -3.2913505793846842, + -2.9193569979603162, + -1.6355777633094313, + -0.8866420906087948, + -2.1711638574600256, + -0.9512768772721973, + -1.1259705547101433, + -2.1983409207655735, + -3.4538307985100616, + -2.5959971691072528, + -1.6883785579782051, + -3.3243187738118998, + -3.9086235368546003, + -2.3103996837100467, + -1.6151371520203188, + -0.785998118372048, + -0.6184275247663684, + -0.25515897354034534, + -0.8243279541389816, + -3.867562768778521, + -2.8562808034831852, + -2.84276183929773, + -0.804403263128702, + -2.7062783542604656, + -1.5783257680189509, + -1.66559978513218, + -1.4166349635788607, + -2.058241388855012, + -2.4802000089252503, + -1.897082411666031, + -3.2904088155873215, + -3.9032884632829434, + -2.8854064500145182, + -1.4580494334411511, + -3.592627752153162, + -2.8406972033710787, + -1.9954854055694806, + -1.2869146473183084, + -3.642528810110455, + -3.2144590812364315, + -3.532589349604235, + -3.7127349118180795, + -3.687350267286409, + -2.0217445241500736, + -2.3633821369558663, + -2.1645358893785773, + -1.2986598375372997, + 0.7562542339999867, + -2.0643642875271757, + 0.37014823181703777, + -2.107342600591556, + -1.8337800298170674, + -1.44633701209486, + -2.101530306884158, + -2.219257729235244, + 0.3482403511774523, + 0.09634925685237658, + 0.05476104471703958, + -0.2487974041049492, + -1.30567734420243, + -0.8436720296601502, + -1.881974836913397, + -2.653870494997744, + -3.5058530116480364, + 9.598705992505893, + 2.6910282192917965, + 2.4641904954690705, + 0.8299570606431762, + 3.81427605122034, + 1.3563581873433734, + 2.7697407213321035, + 0.608013743450422, + 1.1839308121565288, + 1.1891447131200663, + 2.5301727216924603, + 2.257109980409737, + 1.606762897077223, + 1.1585570092611557 ], "y": [ - 0.5992403899554224, - -1.5303876225207989, - 0.19504161791436234, - -0.8928113277112716, - 1.04561332283547, - -1.0676027354576414, - 0.5433248913772247, - 0.457731677496948, - 0.1314507001457856, - -0.0060651960778829875, - 1.0285782203978957, - 0.204916573222662, - 0.2717688763950024, - -0.5884596283886202, - 0.020411084689622504, - -0.16004399629960483, - 0.24860339467639714, - -0.9381223054040152, - -0.5384273218563553, - -0.1351556943505875, - 0.5815276225550001, - 0.04724728094135237, - 1.0332112137225702, - -0.14295917093279795, - -0.7435473770885795, - -0.12708623023886326, - 1.1343080099877436, - 0.26537136328736394, - 0.5628902035359938, - 1.0149261936091154, - -0.19037995495551294, - -0.46823287314385453, - -1.1720146962941147, - -0.6064120450771208, - 0.18223105668047818, - -1.1753520782870484, - 1.2491550855828852, - 0.9289114625831668, - 1.4502105843355448, - 1.3514901615058008, - 1.0896761601260194, - 1.240349161061131, - -1.7483289000893998, - 1.747452566638928, - 0.008248595125465103, - -0.47934747941354783, - 1.420235783699445, - 1.2604245425503111, - 0.9559683954887861, - 1.267147376471593, - -1.014897272336984, - -0.39140879228084885, - 0.24523349015194276, - -0.14803981903050165, - 0.6201601316654419, - 1.6887629449937165, - 1.5834280713883602, - 1.557753154887572, - 1.6873916895861056, - 1.7627359593837477, - -0.6870354960502871, - -0.3234729164799838, - 0.031023940741859542, - 1.2081566164231166, - 0.5560996031250577, - 1.4570751102084045, - 1.7281493611982277, - 1.4619970455055782, - 1.5678296641837346, - 0.6471128939650694, - 1.0608962770843489, - -0.9313158137414312, - -0.2518605990447497, - -0.2549040597654781, - 1.4128972297281945, - 0.4627606139866833, - 1.4481236481601059, - 0.12502201637062285, - 1.1889219542402754, - 0.5809635323391766, - 0.09710343792369001, - 0.26280946896254914, - 1.0839487773933265, - 0.1714413281432711, - 0.2869432678511579, - 0.6476493143523999, - 0.9811872108469977, - 0.6839309672298846, - 0.7522876595840254, - 0.2888594774704475, - 0.28674179302373465, - 1.000356167087181, - -0.2952945641744657, - 0.4972872539846172, - 0.37712471502009487, - 0.9521731410930555, - 1.4429471452758191, - 0.27316414294995106, - 0.4063023263058398, - 0.39844028243087676, - 0.17676460575387817, - 0.3817324665989808, - -0.14310489890342198, - 0.4425570108678027, - 0.8173634317447774, - 0.3909988958446991, - 0.5952894271757341, - 1.0167570308047273, - 1.0167570308047273, - -0.21013720379564443, - 0.8315275128527677, - 1.3554539636993828, - 1.0515026204608935, - 0.8299013317518753, - 0.20173581052740616, - 0.3367328775627619, - 0.5594561875365129, - 0.9334193103038627, - 0.5371833346821403, - 0.8778326360358892, - 0.15790761971423053, - 1.1021270397488647, - 0.17131193447545953, - -0.4613183769547381, - -0.3256373752850586, - 0.10366882121006632, - 1.6529091627751498, - 0.4186755838313287, - 0.11664942610456043, - 0.6954934859771779, - -0.20455990528475276, - 0.8547172860393318, - -0.13276074255578413, - -0.1289492625881161, - 1.0500674473323999, - 0.6680585012204809, - 1.073488225308774, - 0.654939276257212, - 1.5027187379192075, - 0.5463824132423724, - 1.1093328244037064, - 0.24478631241838839, - -0.35138103027168865, - 1.8632343388622603, - 0.23836476745881327, - 0.18891594687024685, - 0.8487187592549638, - 1.9310261260601858, - 1.6766952202706848, - 1.3239124134701508, - 1.028794968241694, - 0.9220279552658642, - 1.2494722834760652, - 1.0248918386876373, - 1.3135997652642093, - 1.446908717519398, - 0.23979167948729055, - 1.0483968607152356, - 1.275420132315245, - 2.150316293928119, - 1.9010379049771007, - 1.6807646281640765, - 1.8260579137746475, - 0.6690375252664972, - 1.694131809173682, - 1.530651463696275, - 1.6465223893486087, - 1.7274698527233339, - 1.406902849576704, - 1.8899633236265199, - 1.3638507108104543, - 1.5745342061349843, - 1.0306924882899382, - 1.509471307815223, - 1.5151422672054466, - 1.0234209992320618, - 1.1132794656285154, - 1.9135850073047027, - 1.9958665267602704, - 0.9656052148944402, - 1.1623398387338197, - 1.4152283995506076, - 1.3538566145019257, - 0.45469054433266803, - 1.2637186193149867, - 1.388935628768997, - 1.5791163316426342, - 0.4542592910177593, - -0.07501684256229074, - -1.1534413969478687, - 0.831361552090231, - -1.618631620303665, - -2.684228582454796, - -1.4734387973241072, - 1.0818251070134561, - 0.6524249517762182, - -3.4882964908024645, - -3.2695165417742524, - 0.34232516226478293, - -2.1749469257927987, - -1.6559885640421548, - -2.8111980292903707, - 0.7505569841874618, - -0.43237251838477436, - -2.6587541124514256, - -0.788189982188962, - 1.654083432670754, - -2.0479225704890043, - -1.9848970475533432, - -2.6730220828621416, - -1.2547638922986162, - 0.3032070517810439, - 0.21202454424201883, - -3.3839429152726614, - -2.7587901430725217, - -2.52639294228136, - -0.9496982569845933, - -2.0712908642912646, - -0.5424297838891525, - -0.7389968896208716, - 0.07996828661289039, - -3.5421348679502374 + 0.599240389955433, + -1.5303876225207944, + 0.19504161791437347, + -0.8928113277112624, + 1.045613322835485, + -1.0676027354576312, + 0.5433248913772376, + 0.45773167749695054, + 0.1314507001457955, + -0.0060651960778715045, + 1.0285782203979088, + 0.20491657322266857, + 0.2717688763950115, + -0.5884596283886132, + 0.020411084689630994, + -0.16004399629959384, + 0.24860339467640638, + -0.9381223054040098, + -0.538427321856348, + -0.1351556943505809, + 0.5815276225550119, + 0.04724728094136149, + 1.0332112137225828, + -0.14295917093278857, + -0.7435473770885724, + -0.12708623023886023, + 1.134308009987756, + 0.2653713632873699, + 0.5628902035360088, + 1.0149261936091267, + -0.19037995495550544, + -0.46823287314384754, + -1.1720146962941056, + -0.6064120450771137, + 0.18223105668048822, + -1.1753520782870417, + 1.2491550855828975, + 0.9289114625831757, + 1.4502105843355537, + 1.3514901615058115, + 1.08967616012603, + 1.2403491610611417, + -1.7483289000894064, + 1.7474525666389398, + 0.008248595125465559, + -0.4793474794135466, + 1.4202357836994568, + 1.2604245425503202, + 0.9559683954887912, + 1.2671473764716041, + -1.0148972723369938, + -0.3914087922808507, + 0.245233490151941, + -0.14803981903050176, + 0.620160131665443, + 1.6887629449937271, + 1.583428071388372, + 1.5577531548875831, + 1.6873916895861156, + 1.762735959383757, + -0.6870354960502886, + -0.3234729164799849, + 0.03102394074185853, + 1.2081566164231188, + 0.5560996031250611, + 1.457075110208417, + 1.7281493611982388, + 1.4619970455055917, + 1.567829664183746, + 0.647112893965074, + 1.06089627708436, + -0.9313158137414388, + -0.2518605990447477, + -0.25490405976548786, + 1.4128972297282039, + 0.46276061398668544, + 1.4481236481601165, + 0.12502201637063476, + 1.1889219542402822, + 0.5809635323391816, + 0.09710343792370157, + 0.2628094689625565, + 1.0839487773933334, + 0.17144132814327967, + 0.28694326785116475, + 0.6476493143524138, + 0.9811872108470052, + 0.6839309672298938, + 0.7522876595840352, + 0.2888594774704461, + 0.28674179302374636, + 1.0003561670871925, + -0.29529456417445826, + 0.49728725398462786, + 0.3771247150200911, + 0.9521731410930584, + 1.442947145275825, + 0.27316414294995595, + 0.4063023263058439, + 0.3984402824308749, + 0.17676460575387878, + 0.38173246659898313, + -0.1431048989034209, + 0.44255701086780597, + 0.8173634317447819, + 0.3909988958447019, + 0.5952894271757364, + 1.016757030804727, + 1.016757030804727, + -0.21013720379564108, + 0.8315275128527755, + 1.3554539636993912, + 1.051502620460906, + 0.82990133175188, + 0.2017358105274111, + 0.3367328775627571, + 0.5594561875365133, + 0.9334193103038679, + 0.5371833346821412, + 0.8778326360358975, + 0.15790761971423592, + 1.1021270397488763, + 0.17131193447546425, + -0.4613183769547313, + -0.3256373752850513, + 0.1036688212100744, + 1.6529091627751462, + 0.4186755838313275, + 0.11664942610455997, + 0.6954934859771776, + -0.20455990528475154, + 0.8547172860393437, + -0.13276074255577633, + -0.12894926258811415, + 1.050067447332403, + 0.6680585012204823, + 1.0734882253087743, + 0.6549392762572134, + 1.5027187379192106, + 0.5463824132423813, + 1.10933282440371, + 0.2447863124183948, + -0.3513810302716773, + 1.8632343388622665, + 0.23836476745882398, + 0.18891594687025628, + 0.8487187592549702, + 1.9310261260601902, + 1.6766952202706924, + 1.3239124134701548, + 1.028794968241698, + 0.9220279552658721, + 1.2494722834760763, + 1.0248918386876456, + 1.313599765264216, + 1.4469087175194097, + 0.2397916794873029, + 1.0483968607152432, + 1.2754201323152512, + 2.1503162939281237, + 1.9010379049771042, + 1.6807646281640773, + 1.8260579137746513, + 0.6690375252665096, + 1.6941318091736914, + 1.530651463696286, + 1.646522389348612, + 1.7274698527233432, + 1.4069028495767106, + 1.889963323626527, + 1.3638507108104605, + 1.5745342061349925, + 1.030692488289947, + 1.509471307815229, + 1.5151422672054584, + 1.0234209992320753, + 1.113279465628526, + 1.9135850073047096, + 1.9958665267602838, + 0.96560521489445, + 1.162339838733828, + 1.4152283995506127, + 1.3538566145019384, + 0.45469054433267836, + 1.2637186193149992, + 1.3889356287690102, + 1.5791163316426478, + 0.4542592910177663, + -0.07501684256228343, + -1.1534413969478627, + 0.8313615520902357, + -1.6186316203036686, + -2.684228582454791, + -1.4734387973241088, + 1.081825107013464, + 0.6524249517762246, + -3.4882964908024627, + -3.2695165417742476, + 0.34232516226479043, + -2.174946925792801, + -1.6559885640421559, + -2.8111980292903724, + 0.7505569841874626, + -0.43237251838477014, + -2.6587541124514233, + -0.7881899821889574, + 1.6540834326707634, + -2.0479225704889936, + -1.9848970475533756, + -2.6730220828621523, + -1.254763892298625, + 0.3032070517810414, + 0.21202454424200612, + -3.3839429152726668, + -2.7587901430725323, + -2.5263929422813645, + -0.9496982569845989, + -2.0712908642912686, + -0.5424297838891612, + -0.7389968896208796, + 0.07996828661288512, + -3.5421348679502427 ], "z": [ - 0.7866909450018184, - 0.5412157052202249, - 0.6376149258744264, - 0.2253301306216185, - 0.922112611032827, - 0.6572814780133893, - 0.8891804129230041, - -0.9990717437898796, - 0.5437364530625791, - 0.8052768322552956, - 0.8693566607730232, - -0.21907019770855413, - 0.3140196398605757, - -0.2551737806742118, - 0.13855775825349956, - 0.46085046906287325, - 0.8224302938828474, - 0.5100619443434611, - -0.343177521516626, - -0.47043569479727043, - 0.5413173540859735, - 0.15104320696007403, - 0.6650222460887634, - 0.31581130318402634, - 0.2086119061810984, - -0.6253497264014992, - 0.8272002236544614, - -0.5900996765469144, - 1.0200873871382603, - 0.3334224156314761, - -0.11326070739120393, - 0.3241201410000537, - -0.09260126609446907, - -0.07486356469548693, - 0.28381130525499604, - 0.10239712871877586, - 0.565042720616482, - 0.00924406698739356, - 0.30248083702037987, - 0.5785512528679384, - 0.7952568035304461, - 0.7798589877073763, - -0.981561765588491, - 0.7699912907239214, - -0.8866566690327642, - -1.1861047803970446, - 0.701690402431842, - 0.3657127251997368, - -0.14860524226106797, - 0.6285142656794347, - -1.8924510232196474, - -1.3899678194272325, - -1.6922556311924613, - -1.6325144788399102, - -0.016434091798481, - 0.608818002083562, - 0.8881250221031125, - 0.6451473383337564, - 0.42042313902943573, - 0.6004129819163307, - -1.2050233851648788, - -1.0070138214282667, - -1.0199264685352984, - 0.6994623065238043, - -0.6509248365651392, - 0.7343335387773381, - 0.5500529579257643, - 0.9050425657961821, - 0.7702331656962371, - -0.4523481258541045, - 0.671770037149513, - -1.3268442164200707, - -0.971776065104248, - -0.9875849558785461, - -0.07423967225619466, - -1.7032748456085902, - 0.5516026535066448, - 0.27119326570266206, - -0.5097870926007375, - -0.7499580211662273, - 0.0836308773728617, - -0.8750144276516107, - -0.5552429442509672, - -0.2962918532885155, - -0.7905798754745236, - 0.5298712219702837, - -0.44220708877490233, - -0.3188525902357206, - 0.22815391186675837, - -1.6653001771477391, - 0.14140447145677076, - -0.05088182792166297, - -0.29195208530207156, - 0.01909603707922569, - -0.5661071810436815, - -0.42081293020064914, - -0.10003032460108482, - -0.8552117871223007, - -1.028674870908587, - -1.3589870112813947, - -1.624709605585476, - -0.8788749574411774, - -0.9983882741965368, - -0.5385365408726674, - -0.951910538041516, - -0.9013735354358953, - -1.4189019012288853, - -0.8816550531370564, - -0.8816550531370564, - -0.8527323492803713, - 0.0814134741572678, - 0.026362507752263398, - 0.3022321370640517, - -0.6547205992567963, - -0.7677022285926797, - -1.1879057083078484, - -1.051226818648021, - -0.6148286832800249, - -1.5306548957133732, - -0.210684240928457, - -0.05187862672456675, - 0.24063710521242046, - -0.7426004579610732, - -0.8228914183037255, - -0.4010988384122956, - -0.7927756384973681, - -1.5639881257542, - -1.3022409814358107, - -1.1473615368067727, - -1.0774599754415015, - -1.0340298143808606, - 0.4858447691692882, - -0.6109510240038791, - -0.6815580777250649, - -0.397280270836755, - -1.506500667770692, - -0.7853096510819619, - -1.5460216586643885, - -1.2735650821466429, - -1.6595964056957664, - -1.9110426958945006, - -1.145734116796985, - -0.38061501889946125, - -1.3810656479987022, - -0.8974452660880281, - -0.9178605672528343, - -1.298413338513635, - -1.6023200319322135, - -0.7615713202036817, - -1.7038156917835297, - -1.4031728860362083, - -1.0564601296405178, - 0.0719222122603994, - -0.5211463754178991, - -0.5713168175159656, - 0.042767843686713526, - -0.31141473289975186, - -1.0513661255323996, - -0.9525101621061242, - -1.3748844276161503, - -1.2304759573335962, - -1.5775920464261632, - -1.259011420536061, - -0.08329671765635997, - -0.041811091971621396, - -0.22441732921897214, - -1.8278887557995136, - -0.44062054135914147, - -1.1066613259193467, - -0.4180213971929269, - -0.5415569104734534, - -0.703194274873016, - -0.89613724573361, - -0.7009316574722274, + 0.7866909450018187, + 0.5412157052202251, + 0.6376149258744213, + 0.2253301306216166, + 0.9221126110328255, + 0.657281478013387, + 0.8891804129230024, + -0.9990717437898773, + 0.5437364530625777, + 0.8052768322552943, + 0.869356660773021, + -0.2190701977085534, + 0.314019639860575, + -0.2551737806742102, + 0.1385577582534991, + 0.460850469062871, + 0.8224302938828446, + 0.5100619443434591, + -0.3431775215166258, + -0.4704356947972693, + 0.5413173540859728, + 0.1510432069600739, + 0.6650222460887615, + 0.3158113031840257, + 0.20861190618109854, + -0.6253497264014978, + 0.8272002236544588, + -0.5900996765469133, + 1.0200873871382585, + 0.3334224156314756, + -0.11326070739120339, + 0.3241201410000534, + -0.09260126609446913, + -0.0748635646954872, + 0.2838113052549974, + 0.10239712871877621, + 0.565042720616481, + 0.009244066987393407, + 0.30248083702037837, + 0.5785512528679375, + 0.7952568035304443, + 0.7798589877073739, + -0.9815617655884896, + 0.7699912907239189, + -0.8866566690327624, + -1.1861047803970415, + 0.7016904024318403, + 0.36571272519973486, + -0.1486052422610677, + 0.6285142656794345, + -1.8924510232196448, + -1.3899678194272296, + -1.6922556311924577, + -1.632514478839906, + -0.016434091798480904, + 0.6088180020835591, + 0.8881250221031108, + 0.6451473383337556, + 0.4204231390294356, + 0.6004129819163293, + -1.205023385164876, + -1.0070138214282645, + -1.019926468535297, + 0.6994623065238024, + -0.6509248365651381, + 0.7343335387773361, + 0.5500529579257624, + 0.9050425657961808, + 0.7702331656962358, + -0.452348125854104, + 0.6717700371495114, + -1.326844216420069, + -0.9717760651042463, + -0.9875849558785421, + -0.07423967225619393, + -1.7032748456085856, + 0.5516026535066446, + 0.27119326570266195, + -0.5097870926007363, + -0.749958021166226, + 0.0836308773728609, + -0.8750144276516092, + -0.5552429442509668, + -0.2962918532885147, + -0.7905798754745221, + 0.5298712219702825, + -0.44220708877490045, + -0.3188525902357198, + 0.2281539118667577, + -1.6653001771477356, + 0.14140447145677035, + -0.0508818279216614, + -0.2919520853020709, + 0.019096037079225376, + -0.5661071810436807, + -0.4208129302006482, + -0.10003032460108521, + -0.8552117871222987, + -1.0286748709085851, + -1.3589870112813929, + -1.6247096055854735, + -0.8788749574411754, + -0.9983882741965344, + -0.538536540872666, + -0.9519105380415147, + -0.9013735354358934, + -1.418901901228882, + -0.8816550531370547, + -0.8816550531370547, + -0.8527323492803702, + 0.08141347415726813, + 0.0263625077522635, + 0.30223213706405133, + -0.6547205992567947, + -0.7677022285926782, + -1.1879057083078464, + -1.0512268186480191, + -0.6148286832800229, + -1.53065489571337, + -0.21068424092845667, + -0.051878626724566605, + 0.2406371052124201, + -0.7426004579610717, + -0.822891418303724, + -0.40109883841229443, + -0.7927756384973663, + -1.563988125754196, + -1.3022409814358085, + -1.1473615368067704, + -1.0774599754415002, + -1.0340298143808584, + 0.4858447691692877, + -0.6109510240038772, + -0.6815580777250639, + -0.39728027083675416, + -1.5065006677706887, + -0.7853096510819604, + -1.5460216586643862, + -1.2735650821466404, + -1.659596405695762, + -1.9110426958944962, + -1.145734116796982, + -0.3806150188994594, + -1.3810656479986991, + -0.8974452660880259, + -0.9178605672528325, + -1.298413338513632, + -1.6023200319322093, + -0.7615713202036798, + -1.7038156917835259, + -1.4031728860362058, + -1.0564601296405145, + 0.0719222122603982, + -0.5211463754178985, + -0.5713168175159646, + 0.04276784368671399, + -0.3114147328997514, + -1.0513661255323976, + -0.9525101621061223, + -1.3748844276161492, + -1.2304759573335915, + -1.5775920464261595, + -1.2590114205360587, + -0.08329671765635968, + -0.04181109197162143, + -0.2244173292189726, + -1.8278887557995094, + -0.4406205413591407, + -1.106661325919344, + -0.4180213971929267, + -0.5415569104734528, + -0.703194274873014, + -0.8961372457336079, + -0.7009316574722253, 0.12837434332498043, - 0.252711099014729, - -0.05118294495607348, - -1.3771064701194553, - 0.6277287722087624, - -0.2963535764365555, - -0.7072338538745001, - -0.6435352491887019, - 0.43051879925026887, - -0.5336306913380585, - 0.14458007653626193, - 0.9738374555762183, - 0.5679474392547624, - -0.5246532013479454, - -0.6368781475584695, - 0.49184725182560296, - 0.550619441323167, - -0.6420983561830443, - 0.4359079293047083, - -0.38222610277737923, - 0.33013177222149714, - 0.43545078340289745, - 0.2970720710845153, - 0.400581795800565, - 0.4834275456149738, - -0.5751317615965357, - -0.6870329574359517, - -0.24636489771837877, - 0.16227975233448508, - 0.3575014090343458, - 0.1539148977019725, - 0.001233932200994885, - 0.6754343783496843, - 0.8782567809832299, - -0.2529571967818837, - -0.459287680551954, - -0.17285701334001918, - -0.6187450412237683, - -0.8448234734280187, - -0.18636642556745966, - -0.30073887899797747, - -0.02721143583648195, - -0.7687198792299118, - -0.7321613661353601, - -1.2833448499447404, - -0.7580047151252267, - -0.37751912262315135, - 0.28082538517696415 + 0.2527110990147282, + -0.051182944956074346, + -1.3771064701194518, + 0.6277287722087606, + -0.2963535764365547, + -0.7072338538744991, + -0.6435352491887008, + 0.43051879925026776, + -0.5336306913380569, + 0.144580076536263, + 0.9738374555762169, + 0.5679474392547595, + -0.5246532013479437, + -0.6368781475584676, + 0.4918472518256027, + 0.5506194413231654, + -0.6420983561830431, + 0.4359079293047079, + -0.38222610277737806, + 0.33013177222149664, + 0.4354507834028959, + 0.2970720710845145, + 0.4005817958005649, + 0.4834275456149721, + -0.575131761596534, + -0.6870329574359503, + -0.24636489771837852, + 0.16227975233448488, + 0.3575014090343456, + 0.1539148977019722, + 0.001233932200995156, + 0.6754343783496829, + 0.8782567809832265, + -0.25295719678188205, + -0.4592876805519521, + -0.17285701334001857, + -0.6187450412237664, + -0.8448234734280168, + -0.18636642556745983, + -0.30073887899797636, + -0.027211435836482133, + -0.7687198792299096, + -0.7321613661353582, + -1.2833448499447393, + -0.7580047151252259, + -0.37751912262315085, + 0.2808253851769636 ] }, { @@ -2168,262 +2172,262 @@ "showlegend": true, "type": "scatter3d", "x": [ - -5.308768976790904, - -4.125699353634506, - -5.185611769425049, - -4.062819285888008, - -3.9520868067371957, - -3.898955844198357, - -5.400845783491365, - -4.773846268862131, - -4.631632635733705, - -5.204996920630521, - -1.2829450595019452, - -3.332416692060279, - -4.209943725603977, - -4.651740530369724, - -3.374522464596706, - -3.8359384471580587, - -4.325230084259467, - -5.4398905756380795, - -3.4002858371607663, - -3.9829018025756775, - -5.976939562863008, - -3.1099915819989024, - -3.756165326948008, - -4.8057769298512785, - -0.7946125556270383, - -3.930147616157927, - -2.766507508058831, - 4.914724928416784, - -0.7433077558550236, - -3.2764009791647366, - 2.3074290423549413, - 1.4243087489987647, - 5.687336012434108, - 2.0642512900894943, - 6.54086262019378, - 5.469510673981344, - 11.254060219814306, - 8.547113180454089, - 1.8337080645694108, - 4.87563858218249, - 1.490968106972593, - 8.341189583528408, - 4.645813116878577, - 4.56186195412784, - 0.04922940261120303, - 2.2487966951294904, - 2.230797248899972, - -0.3626908665988796, - 1.2256258595256693, - 1.8598294164094715, - 1.0450476235923187, - 3.760492619154516, - -1.4827311427241618, - 0.15023413681330322, - 2.624774189434132, - -3.000297032331432, - 2.8301286217741115, - 1.3076796090322536, - 7.155187357927337, - 4.457426157223771, - 6.4307178275295085, - 7.508470955233185, - 9.957215626237899, - 6.173279641547042, - 4.681529969779238, - 4.1842867442545595, - 3.1073262090063785, - 2.9313473128769454, - 6.750644824323021, - 5.008339115148926, - 6.978471055100607, - 2.6171497236856958, - 3.6522015827894996, - 9.023464413452556, - 7.541021508555588, - 4.178580355940826, + -5.308768976790917, + -4.125699353634561, + -5.185611769425119, + -4.062819285888063, + -3.95208680673725, + -3.8989558441984147, + -5.400845783491409, + -4.773846268862168, + -4.631632635733756, + -5.2049969206305295, + -1.2829450595019878, + -3.332416692060346, + -4.209943725604028, + -4.651740530369777, + -3.374522464596735, + -3.8359384471580866, + -4.325230084259495, + -5.439890575638131, + -3.4002858371608253, + -3.982901802575727, + -5.976939562863051, + -3.1099915819989374, + -3.7561653269480293, + -4.805776929851324, + -0.7946125556270683, + -3.9301476161579574, + -2.766507508058871, + 4.914724928416773, + -0.7433077558550579, + -3.2764009791647726, + 2.3074290423549177, + 1.4243087489987072, + 5.687336012434074, + 2.064251290089483, + 6.540862620193789, + 5.469510673981371, + 11.25406021981432, + 8.547113180454113, + 1.8337080645694661, + 4.875638582182525, + 1.4909681069726346, + 8.341189583528436, + 4.6458131168786005, + 4.5618619541277825, + 0.04922940261118535, + 2.248796695129447, + 2.230797248899929, + -0.3626908665989137, + 1.2256258595256253, + 1.859829416409408, + 1.0450476235923032, + 3.760492619154493, + -1.4827311427241954, + 0.15023413681326447, + 2.6247741894341567, + -3.00029703233141, + 2.830128621774151, + 1.3076796090323215, + 7.155187357927351, + 4.457426157223746, + 6.430717827529522, + 7.508470955233199, + 9.957215626237916, + 6.17327964154703, + 4.681529969779229, + 4.18428674425455, + 3.1073262090063722, + 2.931347312876917, + 6.750644824323048, + 5.008339115148912, + 6.978471055100605, + 2.6171497236856873, + 3.6522015827894725, + 9.023464413452558, + 7.541021508555597, + 4.178580355940829, -3.280647011271187, - 1.198981423132319, - 6.61265338602615, - 7.196801375204745, - 7.1050198498227175, - 8.505616566704962, - 7.256387021042563, - 3.532768196086635 + 1.19898142313231, + 6.612653386026158, + 7.196801375204741, + 7.105019849822689, + 8.505616566704957, + 7.2563870210425305, + 3.5327681960866095 ], "y": [ - -0.6756789803779637, - -2.8532887391671373, - -3.5733474861303844, - -2.7650367633427964, - -2.7359235218469653, - -2.9124364135801506, - -2.141452664431638, - -2.000212493513725, - -2.617702156220725, - -0.3100545435190631, - -2.251064827863431, - -3.38458504054578, - -2.711555281199757, - -2.6469375784832185, - -1.5268947399871167, - -1.2450251244753185, - -1.2984313645038323, - -2.695160616699321, - -3.149865021527835, - -2.500054427960899, - -2.1627312422096967, - -1.7452532836428036, - -1.0331338836730573, - -2.1409286448234397, - -1.5949699524411245, - -1.5060098041157193, - -2.0251327795632337, - -0.5951855053093636, - -1.8347105682471956, - -1.7326889251865918, - -1.357708826739971, - -3.141360112064805, - -2.1640133999464215, - -0.600979839143574, - 0.2682576288742697, - 1.3684090996835263, - 0.049877967768217873, - 1.3615557740646835, - 2.9506379407470305, - 1.7359712599318873, - 2.1738759106078525, - 1.218761794811748, - 1.157668320387132, - -3.313563608414675, - -0.9431094628949421, - -2.365333311317578, - -2.380445770899862, - -1.8044452526107613, - -2.3846829553656916, - -3.4370427347783337, - -0.855005858185182, - -1.3384203492095503, - -1.7299233203453757, - -2.0570060054678474, - 1.3498929915919669, - 1.1288109295756226, - 2.0637781779294517, - 3.6463082022458964, - 0.5830597860743932, - -1.4037950961909986, - 0.17043149961576654, - 0.49394132706633587, - 0.6363556782147004, - -0.90190163464282, - -0.6165707709937813, - -0.5879798422974093, - -0.35860997763856184, - -1.530405351087402, - 1.3153790690325533, - -0.8747238554612895, - -0.4149739622982029, - -0.619972854267321, - -1.5293144853021698, - 0.12561600521511063, - 0.3669396372538099, - 0.08015559036350994, - 0.09313200761259821, - -0.4865506922796009, - 0.30337528053633334, - -0.4031225738829857, - -1.453701207241714, - -0.3048949850858982, - -1.6963635541162738, - -1.5117556914007206 + -0.675678980377946, + -2.853288739167126, + -3.573347486130371, + -2.7650367633427853, + -2.735923521846954, + -2.9124364135801395, + -2.1414526644316214, + -2.0002124935137107, + -2.617702156220715, + -0.3100545435190474, + -2.2510648278634293, + -3.3845850405457694, + -2.711555281199745, + -2.646937578483205, + -1.5268947399871065, + -1.245025124475307, + -1.29843136450382, + -2.6951606166993036, + -3.149865021527827, + -2.5000544279608876, + -2.1627312422096776, + -1.745253283642795, + -1.0331338836730477, + -2.1409286448234255, + -1.5949699524411232, + -1.506009804115708, + -2.0251327795632275, + -0.5951855053093803, + -1.8347105682471943, + -1.7326889251865822, + -1.357708826739979, + -3.1413601120648105, + -2.164013399946444, + -0.6009798391435816, + 0.26825762887424914, + 1.3684090996835114, + 0.04987796776818394, + 1.3615557740646569, + 2.950637940747026, + 1.7359712599318742, + 2.17387591060785, + 1.218761794811723, + 1.1576683203871179, + -3.3135636084146913, + -0.9431094628949429, + -2.365333311317587, + -2.380445770899871, + -1.8044452526107615, + -2.3846829553656965, + -3.4370427347783434, + -0.855005858185186, + -1.3384203492095639, + -1.7299233203453726, + -2.05700600546785, + 1.3498929915919595, + 1.1288109295756326, + 2.0637781779294446, + 3.646308202245897, + 0.5830597860743707, + -1.4037950961910142, + 0.17043149961574652, + 0.49394132706631194, + 0.6363556782146684, + -0.90190163464284, + -0.6165707709937966, + -0.5879798422974234, + -0.3586099776385713, + -1.530405351087412, + 1.3153790690325362, + -0.8747238554613063, + -0.4149739622982268, + -0.61997285426733, + -1.5293144853021832, + 0.12561600521508534, + 0.3669396372537865, + 0.08015559036349729, + 0.09313200761260904, + -0.4865506922796046, + 0.30337528053631485, + -0.40312257388300915, + -1.453701207241737, + -0.3048949850859252, + -1.696363554116299, + -1.5117556914007328 ], "z": [ - 1.6523172973062166, - 1.570051765670046, - 1.6143720135888249, - 1.1608062576940381, - 0.9231385144942778, - 0.8159637786260644, - 1.4160356006272699, - 1.318238131805097, - 1.1970800074334798, - 1.6714803237855544, - 0.7627178026080508, - 0.9692556310868151, - 1.0983740894867982, - 1.3043707674114247, - 0.5754232611905241, - 0.9374657664220162, - 1.0728412358588988, - 1.3896107262196356, - 0.5572887862568786, - 0.9486515336503809, - 1.9198757319011375, - 1.0045676933951573, - 0.7874204525807067, - 1.3005737676006304, - -0.14639470653599979, - 1.0788520551064402, - 0.7340664142718711, - 0.48257669126817343, - 0.31263798697165757, - 1.0150500180632887, - 0.01426745009285481, - -0.08925411914503052, - -1.0296023550380304, - 0.259484955373287, - 0.04253666287200994, - 0.747716232857074, - -0.1946771508331516, - 0.414361207782666, - 2.21815317744703, - 0.89890158113588, - 1.3486467776426951, - 0.34114607274794495, - 0.5886612565673066, - -0.4358928245034697, - -0.34950851619292783, - -0.899049244374601, - -0.8763518980672595, - -0.4121980454685039, - -0.6635679564912933, - -0.8843934596723846, - -0.27640898925414953, - -0.7529716990853704, - 0.5772128494791828, - -0.1528275895196231, - 0.8527491138468287, - 1.0591580666553546, - 1.2275689073416607, - 2.6494784222277623, - 1.4047015536822218, - 0.8711920268440674, - 1.4864357771716334, - 1.5882318078918314, - 1.169295664023484, + 1.6523172973062121, + 1.5700517656700437, + 1.6143720135888198, + 1.1608062576940354, + 0.9231385144942743, + 0.8159637786260643, + 1.416035600627266, + 1.3182381318050933, + 1.1970800074334755, + 1.6714803237855536, + 0.762717802608048, + 0.9692556310868145, + 1.0983740894867975, + 1.3043707674114235, + 0.5754232611905244, + 0.9374657664220131, + 1.0728412358588952, + 1.3896107262196342, + 0.5572887862568782, + 0.9486515336503801, + 1.9198757319011317, + 1.0045676933951546, + 0.787420452580706, + 1.3005737676006266, + -0.14639470653599929, + 1.0788520551064371, + 0.7340664142718705, + 0.48257669126817193, + 0.3126379869716574, + 1.0150500180632849, + 0.014267450092855266, + -0.08925411914503054, + -1.0296023550380282, + 0.2594849553732865, + 0.042536662872010744, + 0.7477162328570707, + -0.19467715083314752, + 0.41436120778266766, + 2.2181531774470233, + 0.898901581135878, + 1.3486467776426911, + 0.3411460727479465, + 0.5886612565673036, + -0.4358928245034682, + -0.3495085161929268, + -0.8990492443745984, + -0.8763518980672569, + -0.41219804546850286, + -0.6635679564912913, + -0.8843934596723815, + -0.276408989254149, + -0.7529716990853685, + 0.5772128494791815, + -0.15282758951962228, + 0.8527491138468265, + 1.0591580666553537, + 1.2275689073416574, + 2.6494784222277556, + 1.404701553682217, + 0.8711920268440652, + 1.4864357771716301, + 1.5882318078918272, + 1.1692956640234828, 0.7755617177852121, - 1.4758259859398228, - 0.9695252764233685, - 0.8723776517268134, - 0.7062346497705282, - 1.2680879592946928, - 0.44064476704774996, - 0.5307052833080125, - 0.672990750464848, - 0.7370485149589815, - 0.8427898392896185, - 0.3963162572547008, - 0.5426364821688223, - 1.271132004903344, - 0.9710109151989043, - 1.0944453263836695, - 0.743133126485328, - -0.026449006670733705, - 0.4719914025427264, - 0.5400589490482546, - 0.4798468672968202 + 1.4758259859398197, + 0.9695252764233662, + 0.8723776517268107, + 0.7062346497705263, + 1.2680879592946883, + 0.4406447670477496, + 0.530705283308011, + 0.6729907504648467, + 0.7370485149589797, + 0.8427898392896144, + 0.39631625725469793, + 0.5426364821688212, + 1.2711320049033417, + 0.9710109151989021, + 1.0944453263836658, + 0.7431331264853256, + -0.026449006670734715, + 0.47199140254272415, + 0.5400589490482516, + 0.47984686729681897 ] }, { @@ -2441,163 +2445,163 @@ "showlegend": true, "type": "scatter3d", "x": [ - -0.11888679550537264, - -2.197945098885625, - -0.8645039141592907, - 1.4998098725193443, - 0.7172044142018997, - 3.0401206745728464, - 4.195565916074658, - 2.7755550402901026, - 2.6234071356945208, - -1.2471631317189409, - -1.0116258421401625, - -0.22757566068128093, - -1.0288140178917167, - 1.8235143839410395, - 2.2696445650874963, - 1.5006767081240346, - 1.1797171254980026, - 2.8722473874484304, - 4.529292727358886, - 4.155026593117512, - 4.7403371835275285, - 5.127201848090978, - 2.697586110495606, - 3.62129425699629, - 2.802311104692215, - 2.204723462598797, - 0.7784784419805201, - 3.915261904916551, - 7.170818282721735, - 3.2613780772765635, - 9.710522018000232, - 8.585931677330386, - 2.6700056990776835, - 4.383340184645682, - 2.7491507898929504, - 3.0238454634140535, - 0.8234860543355313, - -0.9004415144962674, - 1.09321077271492, - 1.948478363617517, - 3.6911950845758095, - 1.1381666145433582, - 1.7428274193984026, - 5.255805743521554, - 2.624643430557616, - 12.73983466750649, - 12.73983466750649, - 3.650954094150672, - 4.501051651026962, - -0.5079161176798309, - -0.5096667978452524 + -0.11888679550539975, + -2.1979450988856413, + -0.8645039141593049, + 1.4998098725193045, + 0.7172044142018721, + 3.0401206745728655, + 4.195565916074627, + 2.7755550402901012, + 2.623407135694505, + -1.24716313171893, + -1.0116258421401343, + -0.22757566068129392, + -1.0288140178917264, + 1.8235143839410015, + 2.26964456508752, + 1.5006767081240526, + 1.1797171254980157, + 2.8722473874484713, + 4.529292727358914, + 4.155026593117537, + 4.740337183527534, + 5.127201848091027, + 2.6975861104956365, + 3.621294256996301, + 2.8023111046922256, + 2.2047234625988046, + 0.7784784419805513, + 3.9152619049165844, + 7.170818282721785, + 3.2613780772765777, + 9.710522018000256, + 8.585931677330422, + 2.6700056990776995, + 4.383340184645714, + 2.749150789892934, + 3.0238454634140197, + 0.8234860543355171, + -0.9004415144962642, + 1.093210772714908, + 1.948478363617498, + 3.69119508457579, + 1.1381666145433498, + 1.7428274193984223, + 5.255805743521584, + 2.6246434305576423, + 12.739834667506575, + 12.739834667506575, + 3.6509540941507286, + 4.501051651026971, + -0.5079161176797937, + -0.5096667978452216 ], "y": [ - -1.4516123565817294, - -0.8786678946035885, - -0.7466916900597786, - -2.211421333687013, - -1.4746771671007455, - 1.043352583431098, - -1.7788169123234994, - -0.09053568652596089, - -0.8790147009667862, - 0.6156525300238376, - 1.505070925835913, - -0.6903089724255, - -0.5012965454766092, - -2.1400748597733035, - 1.2403576636449143, - 0.8713649286443061, - 0.6161144016457417, - 2.0954096278046483, - 1.3571153289339823, - 1.179972597182811, - 0.23515993316948763, - 2.4513552507185072, - 1.543788009430143, - 0.4564983232087922, - 0.43050224982352525, - 0.3523775696875418, - 1.6527282746058223, - 1.777773034982472, - 2.7214690954052045, - 0.8113188414417786, - 1.3215346839884123, - 1.7145516270326189, - 0.8156683513360892, - 1.6563866877571847, - -0.995380635522446, - -1.8034475311425795, - -0.7878376100665223, - 0.21097475016271033, - -0.6708326700022035, - -1.1813166278519198, - -1.125334854075757, - -0.45838729691852353, - 0.9690748634768137, - 1.431456465829558, - 1.2644618644975836, - 4.135807838857833, - 4.135807838857833, - 2.9969184247309086, - 0.3558565037148946, - 1.9812848864394539, - 1.6466601812226884 + -1.4516123565817303, + -0.8786678946035816, + -0.7466916900597764, + -2.211421333687019, + -1.4746771671007493, + 1.0433525834310882, + -1.7788169123235142, + -0.09053568652596962, + -0.879014700966794, + 0.615652530023842, + 1.505070925835917, + -0.6903089724254997, + -0.5012965454766063, + -2.1400748597733115, + 1.2403576636449072, + 0.8713649286443016, + 0.616114401645738, + 2.0954096278046404, + 1.3571153289339686, + 1.179972597182799, + 0.23515993316947265, + 2.451355250718493, + 1.5437880094301353, + 0.4564983232087804, + 0.43050224982351665, + 0.3523775696875351, + 1.652728274605821, + 1.7777730349824614, + 2.721469095405182, + 0.8113188414417696, + 1.3215346839883828, + 1.714551627032592, + 0.8156683513360803, + 1.6563866877571725, + -0.9953806355224556, + -1.8034475311425904, + -0.787837610066526, + 0.21097475016271328, + -0.6708326700022071, + -1.1813166278519267, + -1.12533485407577, + -0.4583872969185271, + 0.969074863476809, + 1.4314564658295426, + 1.264461864497577, + 4.135807838857796, + 4.135807838857796, + 2.9969184247308993, + 0.3558565037148807, + 1.981284886439457, + 1.6466601812226902 ], "z": [ - 0.20748407894144294, - 0.55068544517212, - 0.16993359320072093, - -0.35520936920857177, - 0.030301978222391363, - 0.33082841720031325, - -0.7480085242911899, - -0.11612253949289249, - -0.28246989392324484, - 0.6477037614221539, - 0.5459323100437112, - -0.15951757711992723, - 0.20951961203690417, - -0.7602623187809443, - -0.2458529643231982, - -0.15160374781146815, - -0.0969350112107239, - -0.0128216956164133, - 0.5202451952137062, - 0.276716978640631, - 0.141315460915557, - 0.9989918549046807, - 0.5377189726620141, - 0.16667023096296044, - -0.38422606486628447, - -0.29134106479735916, - 0.4068281578029759, - 0.3141899044370821, - 1.1118232664002443, - 0.14686308654820276, - 0.35694824177834494, - 0.05257283085738766, - 0.6654469507065658, - 1.3658154760241727, - -0.25523532771758434, - -0.20605441700023994, - 0.0813321724039793, - 0.46279089788009686, - -0.0007531039052447799, - 0.034907656871293685, - -0.10763262066317422, - 0.2727335110113568, - 1.2478547651803504, - 1.3621785753717335, - 0.8596236331275215, - 1.6793448207467165, - 1.6793448207467165, - 1.2049748114669363, - 0.37677545335251017, - 0.2521583651682474, - 0.14915537396046966 + 0.20748407894144308, + 0.5506854451721177, + 0.16993359320072052, + -0.3552093692085702, + 0.03030197822239152, + 0.33082841720031225, + -0.7480085242911868, + -0.11612253949289297, + -0.28246989392324445, + 0.6477037614221522, + 0.5459323100437099, + -0.15951757711992692, + 0.20951961203690397, + -0.7602623187809435, + -0.2458529643231976, + -0.15160374781146752, + -0.09693501121072372, + -0.012821695616412939, + 0.5202451952137038, + 0.27671697864063166, + 0.14131546091555544, + 0.9989918549046792, + 0.5377189726620129, + 0.1666702309629605, + -0.3842260648662837, + -0.29134106479735905, + 0.406828157802975, + 0.31418990443708195, + 1.1118232664002419, + 0.14686308654820074, + 0.3569482417783436, + 0.05257283085738889, + 0.665446950706564, + 1.3658154760241683, + -0.255235327717584, + -0.2060544170002397, + 0.08133217240397879, + 0.46279089788009575, + -0.0007531039052446879, + 0.034907656871293616, + -0.10763262066317454, + 0.2727335110113562, + 1.247854765180347, + 1.3621785753717306, + 0.8596236331275198, + 1.6793448207467119, + 1.6793448207467119, + 1.2049748114669327, + 0.3767754533525092, + 0.25215836516824663, + 0.14915537396046893 ] }, { @@ -2615,100 +2619,100 @@ "showlegend": true, "type": "scatter3d", "x": [ - 2.185096594000861, - 2.363824184816251, - 2.003867613197055, - 2.3814519461741206, - 2.008229301845867, - -0.17061060657146332, - 2.5417006782556126, - 1.4054265166860929, - 5.912350855060204, - 2.6185631628271895, - 2.497104812754671, - 1.6444368479866949, - 1.498481602369775, - 2.850922519078251, - 1.6025263922322273, - 0.5357838463495409, - 1.0445435851935043, - 2.960374178682631, - 2.871930977049993, - 1.8442479413106871, - 3.1879287939532523, - 0.8828254290835488, - -0.6875394768547907, - -1.2771587740893007, - 0.42105058245799437, - -0.5916730099375477, - -1.4517362392232012, - -1.5419135865711253, - -0.2565994449373797, - 0.747666635661214 + 2.1850965940008567, + 2.363824184816255, + 2.0038676131970643, + 2.381451946174129, + 2.0082293018458532, + -0.1706106065714467, + 2.5417006782555913, + 1.4054265166860591, + 5.9123508550601604, + 2.6185631628271677, + 2.497104812754664, + 1.6444368479867042, + 1.498481602369779, + 2.850922519078245, + 1.6025263922322226, + 0.5357838463494846, + 1.044543585193462, + 2.9603741786825877, + 2.8719309770499497, + 1.8442479413106458, + 3.1879287939532093, + 0.8828254290835111, + -0.6875394768547632, + -1.2771587740893182, + 0.4210505824579662, + -0.5916730099375914, + -1.4517362392231932, + -1.541913586571113, + -0.25659944493735953, + 0.7476666356612011 ], "y": [ - -0.2466341830441513, - 0.11943549424983861, - 0.35831935313538, - 0.41442860641747326, - -0.7485488016064771, - 0.8916338301004978, - -1.2043482452564036, - -1.7768827258635147, - -2.341342934467964, - -1.4280037540327941, - -0.43261142344269177, - 0.42502546631091737, - 0.16546071075898613, - -0.2575871315778806, - -0.3853474821819189, - -3.008284193930483, - -2.285845134771426, - -2.5611778926285567, - -2.52514599731928, - -2.26008420873958, - -2.5107169815917074, - -2.0033421304212276, - 1.4891829440220221, - -0.9096693652204413, - -1.5135965453960325, - -2.3428225942587786, - 0.4800839121566542, - 0.7228967466457606, - 1.0777075995549361, - -0.7027492766699406 + -0.24663418304415793, + 0.11943549424983135, + 0.3583193531353735, + 0.41442860641746604, + -0.7485488016064844, + 0.8916338301004986, + -1.2043482452564127, + -1.7768827258635205, + -2.3413429344679835, + -1.4280037540328039, + -0.4326114234426995, + 0.42502546631091165, + 0.1654607107589816, + -0.25758713157788987, + -0.3853474821819241, + -3.0082841939304883, + -2.2858451347714324, + -2.561177892628569, + -2.525145997319289, + -2.2600842087395887, + -2.5107169815917207, + -2.0033421304212324, + 1.4891829440220243, + -0.9096693652204375, + -1.513596545396035, + -2.3428225942587795, + 0.4800839121566583, + 0.7228967466457664, + 1.0777075995549383, + -0.702749276669943 ], "z": [ - -0.47473938961251766, - -0.26919380421314587, - -0.13246320830874236, - -0.05847424761975388, - 0.3327090536861153, - 0.3020301897160703, - -0.021592348148824398, - -0.5370850860459364, - -1.2848354395508645, - -0.5348599884879495, - -0.3828061935109593, - -0.016606884563629958, - 0.32818023080691644, - 0.30680813904940074, - -0.28819731523594894, - -0.41347172573760094, - -0.1834616972488787, - -0.8039847894175872, - -1.2195116992893311, - -0.49512921693884226, - -0.6676038965350892, - -0.06956451956609055, - 0.21939968121977926, - 0.6884492170116324, - -0.014891716482325785, - 0.3016031034406239, - 0.4386254912859376, - 0.32517039403558035, - -0.08405577503991385, - -0.35815837938310957 + -0.4747393896125172, + -0.26919380421314476, + -0.13246320830874275, + -0.05847424761975476, + 0.33270905368611453, + 0.30203018971606993, + -0.021592348148823097, + -0.5370850860459345, + -1.2848354395508637, + -0.5348599884879484, + -0.38280619351095807, + -0.016606884563630495, + 0.3281802308069156, + 0.3068081390493999, + -0.2881973152359487, + -0.41347172573760055, + -0.18346169724887748, + -0.8039847894175833, + -1.2195116992893293, + -0.4951292169388408, + -0.6676038965350868, + -0.06956451956609008, + 0.21939968121977863, + 0.6884492170116313, + -0.014891716482325928, + 0.3016031034406236, + 0.43862549128593625, + 0.3251703940355791, + -0.08405577503991402, + -0.3581583793831089 ] }, { @@ -2726,46 +2730,46 @@ "showlegend": true, "type": "scatter3d", "x": [ - 0.04500195321845732, - 6.78510761702863, - 4.563197470427106, - 7.756139790568644, - 4.097695290763176, - 7.892700612739924, - 11.263174987292059, - -0.4578214509190461, - 4.8575591262737925, - 0.7657570164730596, - 8.315730035336179, - 0.25706090623802175 + 0.045001953218453315, + 6.785107617028631, + 4.563197470427095, + 7.756139790568617, + 4.097695290763201, + 7.8927006127399, + 11.263174987292068, + -0.4578214509190126, + 4.8575591262738085, + 0.7657570164730808, + 8.315730035336145, + 0.2570609062380404 ], "y": [ - -0.2310541150036914, - 0.06416807859252383, - -0.7503107509190788, - -1.7402775955522156, - 1.1654172321675735, - -1.4573963450290794, - 0.10850035773447916, - 1.8033182839417512, - 0.6881773059600369, - 1.0967731330732584, - -1.8711831352887442, - 0.9968641170621535 + -0.23105411500369175, + 0.06416807859250181, + -0.7503107509190942, + -1.7402775955522414, + 1.1654172321675609, + -1.4573963450291056, + 0.10850035773444654, + 1.8033182839417532, + 0.6881773059600221, + 1.0967731330732566, + -1.8711831352887731, + 0.9968641170621537 ], "z": [ - 0.7674094834815195, - -0.4864684135029801, - 0.3443093135685926, - -0.009545076872679541, - -0.006423682212983247, - 0.33644603791913985, - 0.4768809376882202, - 0.2908786324618388, - 0.08213399411226852, - 0.06352120185003991, - -0.010094790861823048, - 0.5961494552334512 + 0.7674094834815184, + -0.48646841350297815, + 0.34430931356859257, + -0.009545076872683099, + -0.006423682212983731, + 0.33644603791913663, + 0.4768809376882157, + 0.29087863246183776, + 0.08213399411226768, + 0.0635212018500392, + -0.010094790861822547, + 0.5961494552334499 ] } ], @@ -3632,9 +3636,9 @@ } }, "text/html": [ - "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# define font sizes\n", + "fontTitle = 20\n", + "fontLabel = 16\n", + "\n", + "\n", + "# Proceed with LDA on the data\n", + "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n", + "\n", + "# Get the data from the dataframe\n", + "data = np.array(proData_3DLDA_df['Data_preprocessed'].tolist())[:,:,1]\n", + "# Get the labels from the dataframe\n", + "labels = np.array(proData_3DLDA_df['Label (numeric)'].tolist())\n", + "\n", + "# Create the LDA object\n", + "lda = LinearDiscriminantAnalysis(n_components=3)\n", + "# Fit the LDA object to the data and labels\n", + "lda.fit(data, labels)\n", + "# Transform the data\n", + "data_lda = lda.transform(data)\n", + "print(data_lda.shape)\n", + "# Create a dataframe with the LDA data\n", + "data_lda_df = pd.DataFrame(data_lda, columns=['LDA1','LDA2','LDA3'])\n", + "# Add the LDA data to the dataframe\n", + "data_3Dlda_df = pd.concat([proData_3DLDA_df, data_lda_df], axis=1)\n", + "# data_3Dlda_df\n", + "\n", + "# 3D LDA plot of cancer vs normal\n", + "labels = np.unique(data_3Dlda_df['Label'])\n", + "\n", + "fig = px.scatter_3d(data_3Dlda_df, x='LDA1', y='LDA2', z='LDA3', color='Label', opacity=0.7, width=figSize[0], height=figSize[1]\n", + "\n", + ",color_discrete_sequence=['yellow','blue','orange','pink'])\n", + "fig.update_layout(title='3D LDA: cancer vs normal', title_x=0.5, title_font_size=fontTitle, legend_title_text='Label', legend_title_font_size=fontLabel, font_size=fontLabel)\n", + "# lower the title and the legend\n", + "fig.update_layout(title_y=0.7, legend_y=0.7, legend_x=0.8)\n", + "fig.show()\n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "bb75be98", + "metadata": {}, + "source": [ + "### 3D LDA - Train on back test of front" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "cbcc94f4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initial copy - backData_df shape: (208, 7)\n", + "(208, 3)\n", + "\n" + ] + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Label=cancer2
LDA1=%{x}
LDA2=%{y}
LDA3=%{z}", + "legendgroup": "cancer2", + "marker": { + "color": "orange", + "opacity": 0.7, "symbol": "circle" }, "mode": "markers", - "name": "", + "name": "cancer2", "scene": "scene", - "showlegend": false, + "showlegend": true, "type": "scatter3d", "x": [ - -2.5997325559472495, - -3.290695163400803, - -3.182266550115639, - -4.06506360240784, - -3.4203701437420735, - -3.8295260988568787, - -0.7468904636879682, - -3.1820133619794726, - -3.721222290661321, - -3.852723845849189, - -1.9693951162226284, - -3.087192268444396, - -2.2628504347252996, - -2.573833316943671, - -3.5765211232022835, - -3.061771000359029, - -2.07324307435985, - -2.0372071396042157, - -2.122428488686411, - -3.4277008727620744, - -3.0530725688878704, - -3.4422130562420374, - -3.1614508596401643, - -2.3796693681980234, - -0.8609119119803416, - -3.909257047762352, - -1.8273948202804442, - -4.291133586599348, - -3.6258064386585644, - -2.445370104680624, - -2.2532380270533166, - -2.9877523179752026, - -2.304509246463259, - -3.326540780410199, - -2.4182268312401236, - -2.4632953731788985, - -2.60412739647613, - -3.252619979619243, - -2.8547257125612506, - -3.3117552273776782, - 1.7076981738793666, - -3.4637063246289483, - -0.06842904974386897, - -0.41182696047531886, - -3.3695524128818506, - -2.514908050732399, - -1.3888385191375514, - -2.946811951194614, - 2.9127233025956323, - 0.36190061872109264, - 0.6323492222240392, - -0.05677855442251037, - -0.25542543898949205, - -2.946687572687175, - -3.5476857000474675, - -2.9939990162469226, - -2.6650531312944863, - -3.0916331156489076, - 0.4126652939937629, - 0.1698591623236781, - 0.3784501957301524, - -0.30558801245301154, - -0.9064022858804436, - -3.6825785731906824, - -3.1404611238894145, - -3.723702393702897, - -3.1235017463132606, - -1.4102274533446748, - -3.01952301623898, - 1.9091363977273563, - -0.8022092890489689, - 3.1722443366764903, - -2.6131465659583633, - -0.5626559882520095, - -3.1369474694908175, - -1.802458548133944, - -1.4954953679636345, - -3.6971942870622465, - -2.140182427827532, - -2.033673102512148, - -2.449118137736418, - -2.052507919423698, - -4.310886662638528, - -2.2643855163039732, - -2.812610515695922, - -3.0238600761615024, - 0.6347319429141274, - -3.507095630815711, - -3.2142895747435376, - -2.3530708290485074, - -3.1127636240346126, - 1.1953773057991823, - -0.6762093595336277, - -1.7250613452145893, - -1.4948713138123773, - -1.2145307605187006, - 0.5366769423251629, - -0.213997701888058, - -0.6719001151563325, - -0.39144005263862924, - -0.9743996836597992, - -1.2401879903123312, - -0.8331409876614657, - -0.5329675333790359, - 0.5013540390241794, - 0.5013540390241794, - -1.054420520809692, - -2.2416015112009444, - -2.474561568491321, - -3.8021076306523605, - -1.5663122296542598, - -1.585957820541178, - 1.6099655206414947, - 0.080336371058389, - -1.4056243817553853, - -0.22282304657973784, - -2.307972999745198, - -1.7135790031848848, - -3.242503208033623, - -1.3594975890367815, - -2.4305934504990683, - -2.3552184897608774, - -2.4059816631119726, - 1.1503315920528705, - 0.48116327122511754, - 0.11045545711109732, - 0.18726217619180419, - -0.5553446842512578, - -3.4912173564069584, - -2.4768868038112095, - -0.6738884919224836, - -0.8282338177012365, - -0.23668796049797017, - 0.16781381927929445, - -0.36023079196377256, - -0.7482784887149679, - -2.5564114806466964, - -0.762760742766016, - -2.0358976014568007, - -3.480322685298095, - -0.8866420906088311, - -2.171163857460054, - -0.9512768772722224, - -1.1259705547101613, - -2.1983409207655904, - -3.453830798510082, - -2.5959971691072696, - -1.6883785579782276, - -3.324318773811922, - -3.9086235368546043, - -2.310399683710066, - -1.6151371520203408, - -0.7859981183720883, - -0.6184275247664036, - -0.2551589735403765, - -0.8243279541390148, - -3.8675627687785314, - -2.8562808034832163, - -2.8427618392977574, - -0.8044032631287334, - -2.706278354260497, - -1.578325768018976, - -1.6655997851322146, - -1.416634963578886, - -2.0582413888550404, - -2.480200008925269, - -1.8970824116660583, - -3.290408815587349, - -3.9032884632829594, - -2.885406450014538, - -1.4580494334411855, - -3.592627752153196, - -2.8406972033710947, - -1.9954854055695002, - -1.2869146473183344, - -3.6425288101104787, - -3.214459081236438, - -3.5325893496042564, - -3.712734911818104, - -3.6873502672864356, - -2.02174452415008, - -2.363382136955865, - -2.064364287527125, - 0.3701482318170652, - -2.1073426005915747, - -1.8337800298170792, - -1.4463370120947936, - -2.101530306884096, - -2.219257729235249, - 0.34824035117749275, - 0.09634925685240744, - 0.05476104471709245, - -0.24879740410496304, - -1.3056773442024217, - -0.8436720296601004, - -0.11888679550537264, - -2.197945098885625, - -0.8645039141592907, - 1.4998098725193443, - 0.7172044142018997, - 3.0401206745728464, - 4.195565916074658, - 2.7755550402901026, - 2.6234071356945208, - -1.2471631317189409, - -1.0116258421401625, - -0.22757566068128093, - -1.0288140178917167, - 1.8235143839410395, - 2.2696445650874963, - 1.5006767081240346, - 1.1797171254980026, - 2.8722473874484304, - 4.529292727358886, - 4.155026593117512, - 4.7403371835275285, - 5.127201848090978, - 2.697586110495606, - 3.62129425699629, - 2.802311104692215, - 2.204723462598797, - 0.7784784419805201, - 3.915261904916551, - 7.170818282721735, - 3.2613780772765635, - 9.710522018000232, - 8.585931677330386, - 2.185096594000861, - 2.363824184816251, - 2.003867613197055, - 2.3814519461741206, - 2.008229301845867, - -0.17061060657146332, - 2.5417006782556126, - 1.4054265166860929, - 5.912350855060204, - 2.6185631628271895, - 2.497104812754671, - 1.6444368479866949, - 1.498481602369775, - 2.850922519078251, - 1.6025263922322273, - 2.6910282192918453, - 2.4641904954690927, - 0.8299570606431698, - 3.8142760512203346, - 1.3563581873434347, - 2.769740721332154, - 0.6080137434504693, - 1.1839308121565464, - 1.1891447131201034, - 2.5301727216924683, - 2.2571099804097483, - 1.6067628970772199, - 1.1585570092612207, - 2.6700056990776835, - 4.383340184645682, - 2.7491507898929504, - 3.0238454634140535, - 0.8234860543355313, - -0.9004415144962674, - 1.09321077271492, - 1.948478363617517, - 3.6911950845758095, - 1.1381666145433582, - 1.7428274193984026, - 5.255805743521554, - 2.624643430557616, - 12.73983466750649, - 12.73983466750649, - 3.650954094150672, - 4.501051651026962, - -0.5079161176798309, - -0.5096667978452524, - 0.04500195321845732, - 6.78510761702863, - 4.563197470427106, - 7.756139790568644, - 4.097695290763176, - 7.892700612739924, - 11.263174987292059, - -0.4578214509190461, - 4.8575591262737925, - 0.7657570164730596, - 8.315730035336179, - 0.25706090623802175, - 0.5357838463495409, - 1.0445435851935043, - 2.960374178682631, - 2.871930977049993, - 1.8442479413106871, - 3.1879287939532523, - 0.8828254290835488, - -0.6875394768547907, - -1.2771587740893007, - 0.42105058245799437, - -0.5916730099375477, - -1.4517362392232012, - -1.5419135865711253, - -0.2565994449373797, - 0.747666635661214 + 0.5640565582130237, + 12.51513946638456, + -0.8248025084763579, + -3.348784615812761, + 0.08632482082783088, + -6.460385815513746, + -0.37714034493611304, + 0.33194240352492366, + 0.823072689243044, + -8.56720192117602, + -0.7238474213149795, + 9.014032552824332, + -2.7188971363808476, + -1.829217919303403, + -4.903870678890317, + 9.030876975616247, + 1.0882033431305498, + 5.521492936977505, + 3.700398088459355, + 5.378057987553519, + 5.786396548795063, + 5.0507668190035755, + 7.069191785243955, + 1.5995836263484522, + 4.726099542730029, + -2.303496266870328, + -0.21788516405622405, + -2.8897075367989022, + 8.218671265287872, + 8.218671265287872, + 2.3773372635362393, + -2.770692001543205, + -5.104252846600486, + 4.178152175579564, + -5.003215628264034, + 3.846370993591321, + 6.70315426274291, + 12.711686261025164, + -0.18795089318230762, + 5.402231757991336, + 5.0859941080190865, + 11.90568974519106, + 7.6989798144543675, + 10.490128659169939, + 5.644667295847744, + 11.110928586707454, + 17.99616525069763, + 8.485567729180282, + 5.559770614410726, + 2.6924288456643337, + -5.180058057518092, + 6.884627945214373, + 5.435746306759527, + 13.304885862569538, + 4.97439146825992, + 5.2625294626552765, + 1.696011878655085, + 4.4806511146640835, + 14.97850687060945, + -6.612836073217885, + 6.608350313214319, + 9.233702621250208, + -9.873805896667971, + 0.49399755620160946, + -17.45820757758337, + 6.893675626847827, + 7.647623986687275, + 0.8348728146322557, + 1.4851544605545186, + 2.0727105074076144, + 8.797784702787755, + 4.310178553478934, + 7.377359306720955, + 2.1543188804974847, + 8.549583785541703, + 6.747328630850859, + 5.227766175007162, + 0.8604468083445767, + 1.6121467631998456, + 9.19864532364001, + 11.055592663093366, + 3.4113912261224053, + 10.329293453144489, + 2.960408013191673, + 5.61899641695711 ], "y": [ - -1.5303876225207989, - 0.19504161791436234, - -0.8928113277112716, - 1.04561332283547, - -1.0676027354576414, - 0.5433248913772247, - 0.457731677496948, - 0.1314507001457856, - -0.0060651960778829875, - 1.0285782203978957, - 0.204916573222662, - 0.2717688763950024, - -0.5884596283886202, - 0.020411084689622504, - -0.16004399629960483, - 0.24860339467639714, - -0.9381223054040152, - -0.5384273218563553, - -0.1351556943505875, - 0.5815276225550001, - 0.04724728094135237, - 1.0332112137225702, - -0.14295917093279795, - -0.7435473770885795, - -0.12708623023886326, - 1.1343080099877436, - 0.26537136328736394, - 0.5628902035359938, - 1.0149261936091154, - -0.19037995495551294, - -0.46823287314385453, - -1.1720146962941147, - -0.6064120450771208, - 0.18223105668047818, - -1.1753520782870484, - 0.9289114625831668, - 1.4502105843355448, - 1.3514901615058008, - 1.0896761601260194, - 1.240349161061131, - -1.7483289000893998, - 1.747452566638928, - 0.008248595125465103, - -0.47934747941354783, - 1.420235783699445, - 1.2604245425503111, - 0.9559683954887861, - 1.267147376471593, - -1.014897272336984, - -0.39140879228084885, - 0.24523349015194276, - -0.14803981903050165, - 0.6201601316654419, - 1.6887629449937165, - 1.5834280713883602, - 1.557753154887572, - 1.6873916895861056, - 1.7627359593837477, - -0.6870354960502871, - -0.3234729164799838, - 0.031023940741859542, - 1.2081566164231166, - 0.5560996031250577, - 1.4570751102084045, - 1.7281493611982277, - 1.4619970455055782, - 1.5678296641837346, - 0.6471128939650694, - 1.0608962770843489, - -0.9313158137414312, - -0.2518605990447497, - -0.2549040597654781, - 1.4128972297281945, - 0.4627606139866833, - 1.4481236481601059, - 1.1889219542402754, - 0.5809635323391766, - 0.09710343792369001, - 0.26280946896254914, - 1.0839487773933265, - 0.1714413281432711, - 0.2869432678511579, - 0.6476493143523999, - 0.9811872108469977, - 0.6839309672298846, - 0.7522876595840254, - 0.2888594774704475, - 0.28674179302373465, - 1.000356167087181, - -0.2952945641744657, - 0.4972872539846172, - 0.37712471502009487, - 0.9521731410930555, - 1.4429471452758191, - 0.27316414294995106, - 0.4063023263058398, - 0.39844028243087676, - 0.17676460575387817, - 0.3817324665989808, - -0.14310489890342198, - 0.4425570108678027, - 0.8173634317447774, - 0.3909988958446991, - 0.5952894271757341, - 1.0167570308047273, - 1.0167570308047273, - -0.21013720379564443, - 0.8315275128527677, - 1.3554539636993828, - 1.0515026204608935, - 0.8299013317518753, - 0.20173581052740616, - 0.3367328775627619, - 0.5594561875365129, - 0.9334193103038627, - 0.5371833346821403, - 0.8778326360358892, - 0.15790761971423053, - 1.1021270397488647, - 0.17131193447545953, - -0.4613183769547381, - -0.3256373752850586, - 0.10366882121006632, - 1.6529091627751498, - 0.4186755838313287, - 0.11664942610456043, - 0.6954934859771779, - -0.20455990528475276, - 0.8547172860393318, - -0.13276074255578413, - -0.1289492625881161, - 1.0500674473323999, - 0.6680585012204809, - 1.073488225308774, - 0.654939276257212, - 1.5027187379192075, - 0.5463824132423724, - 1.1093328244037064, - 0.24478631241838839, - -0.35138103027168865, - 1.9310261260601858, - 1.6766952202706848, - 1.3239124134701508, - 1.028794968241694, - 0.9220279552658642, - 1.2494722834760652, - 1.0248918386876373, - 1.3135997652642093, - 1.446908717519398, - 0.23979167948729055, - 1.0483968607152356, - 1.275420132315245, - 2.150316293928119, - 1.9010379049771007, - 1.6807646281640765, - 1.8260579137746475, - 0.6690375252664972, - 1.694131809173682, - 1.530651463696275, - 1.6465223893486087, - 1.7274698527233339, - 1.406902849576704, - 1.8899633236265199, - 1.3638507108104543, - 1.5745342061349843, - 1.0306924882899382, - 1.509471307815223, - 1.5151422672054466, - 1.0234209992320618, - 1.1132794656285154, - 1.9135850073047027, - 1.9958665267602704, - 0.9656052148944402, - 1.1623398387338197, - 1.4152283995506076, - 1.3538566145019257, - 0.45469054433266803, - 1.2637186193149867, - 1.388935628768997, - 1.5791163316426342, - 0.4542592910177593, - -0.07501684256229074, - -2.684228582454796, - -1.4734387973241072, - 1.0818251070134561, - 0.6524249517762182, - -3.4882964908024645, - -3.2695165417742524, - 0.34232516226478293, - -2.1749469257927987, - -1.6559885640421548, - -2.8111980292903707, - 0.7505569841874618, - -0.43237251838477436, - -2.6587541124514256, - -1.4516123565817294, - -0.8786678946035885, - -0.7466916900597786, - -2.211421333687013, - -1.4746771671007455, - 1.043352583431098, - -1.7788169123234994, - -0.09053568652596089, - -0.8790147009667862, - 0.6156525300238376, - 1.505070925835913, - -0.6903089724255, - -0.5012965454766092, - -2.1400748597733035, - 1.2403576636449143, - 0.8713649286443061, - 0.6161144016457417, - 2.0954096278046483, - 1.3571153289339823, - 1.179972597182811, - 0.23515993316948763, - 2.4513552507185072, - 1.543788009430143, - 0.4564983232087922, - 0.43050224982352525, - 0.3523775696875418, - 1.6527282746058223, - 1.777773034982472, - 2.7214690954052045, - 0.8113188414417786, - 1.3215346839884123, - 1.7145516270326189, - -0.2466341830441513, - 0.11943549424983861, - 0.35831935313538, - 0.41442860641747326, - -0.7485488016064771, - 0.8916338301004978, - -1.2043482452564036, - -1.7768827258635147, - -2.341342934467964, - -1.4280037540327941, - -0.43261142344269177, - 0.42502546631091737, - 0.16546071075898613, - -0.2575871315778806, - -0.3853474821819189, - -2.6730220828621416, - -1.2547638922986162, - 0.3032070517810439, - 0.21202454424201883, - -3.3839429152726614, - -2.7587901430725217, - -2.52639294228136, - -0.9496982569845933, - -2.0712908642912646, - -0.5424297838891525, - -0.7389968896208716, - 0.07996828661289039, - -3.5421348679502374, - 0.8156683513360892, - 1.6563866877571847, - -0.995380635522446, - -1.8034475311425795, - -0.7878376100665223, - 0.21097475016271033, - -0.6708326700022035, - -1.1813166278519198, - -1.125334854075757, - -0.45838729691852353, - 0.9690748634768137, - 1.431456465829558, - 1.2644618644975836, - 4.135807838857833, - 4.135807838857833, - 2.9969184247309086, - 0.3558565037148946, - 1.9812848864394539, - 1.6466601812226884, - -0.2310541150036914, - 0.06416807859252383, - -0.7503107509190788, - -1.7402775955522156, - 1.1654172321675735, - -1.4573963450290794, - 0.10850035773447916, - 1.8033182839417512, - 0.6881773059600369, - 1.0967731330732584, - -1.8711831352887442, - 0.9968641170621535, - -3.008284193930483, - -2.285845134771426, - -2.5611778926285567, - -2.52514599731928, - -2.26008420873958, - -2.5107169815917074, - -2.0033421304212276, - 1.4891829440220221, - -0.9096693652204413, - -1.5135965453960325, - -2.3428225942587786, - 0.4800839121566542, - 0.7228967466457606, - 1.0777075995549361, - -0.7027492766699406 + 0.4091040815683717, + -3.791132567302653, + -1.6286514462358348, + 1.247508055660346, + -0.27523907151668114, + -0.2753729088965927, + 0.015904251255773605, + -0.57929978285483, + 0.2074100888513064, + 0.6695478104689726, + 0.1601277804338077, + 0.1799412231452111, + -0.36897122489147405, + -1.0594537596034361, + 0.7470900186792941, + 0.08608854312947944, + -0.38234803908795945, + 0.8239082938461153, + 0.6307001091393054, + 1.8346097405153707, + 1.5685621209275749, + 1.3551805372388706, + 1.1375110216029627, + 2.1940361670859723, + 0.9391689130993492, + 1.7267592337058102, + 2.4160802750499855, + 1.6170521766985064, + 1.2896221509567427, + 1.2896221509567427, + 2.0218805777391413, + 1.0587091815337981, + 1.4967029035097843, + 1.1414422260579207, + 1.0265085155919356, + 0.9590208688444237, + -0.5356607479147972, + 0.0014188096075311574, + 1.481670597240703, + 0.20143106204075156, + 0.9516084426739415, + 0.6503526638698371, + -0.6481222782237742, + 0.16107134757232155, + -0.7062967625936132, + 0.758656470982437, + 0.3105781057643826, + 1.862021061570827, + -0.7301447046507259, + 1.794787625488554, + -0.4248700518504587, + 1.0954384606754721, + 2.4193147410506954, + 3.641974307169644, + 0.18801969217057568, + 2.6840155470153517, + -0.3231796043068811, + -0.19917730890029528, + 1.873214840172154, + 0.05829641604897229, + 0.4144120953083812, + 0.010117944027701942, + 0.21614094811834622, + 1.4140624582293262, + 0.6234242610184766, + 0.6545638336220883, + 1.1635692371574295, + -1.414660638152998, + 0.7432038109300017, + 2.144515989860767, + 1.8066595508175944, + 3.069916907866384, + 0.8791567640794122, + 1.0658933459428799, + -0.3929332978101314, + -0.625886069662779, + 2.6088566129264072, + 1.7451274639684695, + 3.3630377704977157, + 1.0160911246869961, + 1.745736103789344, + 2.7631504248152146, + 1.5644237009035729, + 1.6634257651500124, + 2.4255494389235146 ], "z": [ - 0.5412157052202249, - 0.6376149258744264, - 0.2253301306216185, - 0.922112611032827, - 0.6572814780133893, - 0.8891804129230041, - -0.9990717437898796, - 0.5437364530625791, - 0.8052768322552956, - 0.8693566607730232, - -0.21907019770855413, - 0.3140196398605757, - -0.2551737806742118, - 0.13855775825349956, - 0.46085046906287325, - 0.8224302938828474, - 0.5100619443434611, - -0.343177521516626, - -0.47043569479727043, - 0.5413173540859735, - 0.15104320696007403, - 0.6650222460887634, - 0.31581130318402634, - 0.2086119061810984, - -0.6253497264014992, - 0.8272002236544614, - -0.5900996765469144, - 1.0200873871382603, - 0.3334224156314761, - -0.11326070739120393, - 0.3241201410000537, - -0.09260126609446907, - -0.07486356469548693, - 0.28381130525499604, - 0.10239712871877586, - 0.00924406698739356, - 0.30248083702037987, - 0.5785512528679384, - 0.7952568035304461, - 0.7798589877073763, - -0.981561765588491, - 0.7699912907239214, - -0.8866566690327642, - -1.1861047803970446, - 0.701690402431842, - 0.3657127251997368, - -0.14860524226106797, - 0.6285142656794347, - -1.8924510232196474, - -1.3899678194272325, - -1.6922556311924613, - -1.6325144788399102, - -0.016434091798481, - 0.608818002083562, - 0.8881250221031125, - 0.6451473383337564, - 0.42042313902943573, - 0.6004129819163307, - -1.2050233851648788, - -1.0070138214282667, - -1.0199264685352984, - 0.6994623065238043, - -0.6509248365651392, - 0.7343335387773381, - 0.5500529579257643, - 0.9050425657961821, - 0.7702331656962371, - -0.4523481258541045, - 0.671770037149513, - -1.3268442164200707, - -0.971776065104248, - -0.9875849558785461, - -0.07423967225619466, - -1.7032748456085902, - 0.5516026535066448, - -0.5097870926007375, - -0.7499580211662273, - 0.0836308773728617, - -0.8750144276516107, - -0.5552429442509672, - -0.2962918532885155, - -0.7905798754745236, - 0.5298712219702837, - -0.44220708877490233, - -0.3188525902357206, - 0.22815391186675837, - -1.6653001771477391, - 0.14140447145677076, - -0.05088182792166297, - -0.29195208530207156, - 0.01909603707922569, - -0.5661071810436815, - -0.42081293020064914, - -0.10003032460108482, - -0.8552117871223007, - -1.028674870908587, - -1.3589870112813947, - -1.624709605585476, - -0.8788749574411774, - -0.9983882741965368, - -0.5385365408726674, - -0.951910538041516, - -0.9013735354358953, - -1.4189019012288853, - -0.8816550531370564, - -0.8816550531370564, - -0.8527323492803713, - 0.0814134741572678, - 0.026362507752263398, - 0.3022321370640517, - -0.6547205992567963, - -0.7677022285926797, - -1.1879057083078484, - -1.051226818648021, - -0.6148286832800249, - -1.5306548957133732, - -0.210684240928457, - -0.05187862672456675, - 0.24063710521242046, - -0.7426004579610732, - -0.8228914183037255, - -0.4010988384122956, - -0.7927756384973681, - -1.5639881257542, - -1.3022409814358107, - -1.1473615368067727, - -1.0774599754415015, - -1.0340298143808606, - 0.4858447691692882, - -0.6109510240038791, - -0.6815580777250649, - -0.397280270836755, - -1.506500667770692, - -0.7853096510819619, - -1.5460216586643885, - -1.2735650821466429, - -1.6595964056957664, - -1.9110426958945006, - -1.145734116796985, - -0.38061501889946125, - -1.6023200319322135, - -0.7615713202036817, - -1.7038156917835297, - -1.4031728860362083, - -1.0564601296405178, - 0.0719222122603994, - -0.5211463754178991, - -0.5713168175159656, - 0.042767843686713526, - -0.31141473289975186, - -1.0513661255323996, - -0.9525101621061242, - -1.3748844276161503, - -1.2304759573335962, - -1.5775920464261632, - -1.259011420536061, - -0.08329671765635997, - -0.041811091971621396, - -0.22441732921897214, - -1.8278887557995136, - -0.44062054135914147, - -1.1066613259193467, - -0.4180213971929269, - -0.5415569104734534, - -0.703194274873016, - -0.89613724573361, - -0.7009316574722274, - 0.12837434332498043, - 0.252711099014729, - -0.05118294495607348, - -1.3771064701194553, - 0.6277287722087624, - -0.2963535764365555, - -0.7072338538745001, - -0.6435352491887019, - 0.43051879925026887, - -0.5336306913380585, - 0.14458007653626193, - 0.9738374555762183, - 0.5679474392547624, - -0.5246532013479454, - -0.6368781475584695, - 0.4359079293047083, - -0.38222610277737923, - 0.33013177222149714, - 0.43545078340289745, - 0.2970720710845153, - 0.400581795800565, - 0.4834275456149738, - -0.5751317615965357, - -0.6870329574359517, - -0.24636489771837877, - 0.16227975233448508, - 0.3575014090343458, - 0.1539148977019725, - 0.20748407894144294, - 0.55068544517212, - 0.16993359320072093, - -0.35520936920857177, - 0.030301978222391363, - 0.33082841720031325, - -0.7480085242911899, - -0.11612253949289249, - -0.28246989392324484, - 0.6477037614221539, - 0.5459323100437112, - -0.15951757711992723, - 0.20951961203690417, - -0.7602623187809443, - -0.2458529643231982, - -0.15160374781146815, - -0.0969350112107239, - -0.0128216956164133, - 0.5202451952137062, - 0.276716978640631, - 0.141315460915557, - 0.9989918549046807, - 0.5377189726620141, - 0.16667023096296044, - -0.38422606486628447, - -0.29134106479735916, - 0.4068281578029759, - 0.3141899044370821, - 1.1118232664002443, - 0.14686308654820276, - 0.35694824177834494, - 0.05257283085738766, - -0.47473938961251766, - -0.26919380421314587, - -0.13246320830874236, - -0.05847424761975388, - 0.3327090536861153, - 0.3020301897160703, - -0.021592348148824398, - -0.5370850860459364, - -1.2848354395508645, - -0.5348599884879495, - -0.3828061935109593, - -0.016606884563629958, - 0.32818023080691644, - 0.30680813904940074, - -0.28819731523594894, - -0.459287680551954, - -0.17285701334001918, - -0.6187450412237683, - -0.8448234734280187, - -0.18636642556745966, - -0.30073887899797747, - -0.02721143583648195, - -0.7687198792299118, - -0.7321613661353601, - -1.2833448499447404, - -0.7580047151252267, - -0.37751912262315135, - 0.28082538517696415, - 0.6654469507065658, - 1.3658154760241727, - -0.25523532771758434, - -0.20605441700023994, - 0.0813321724039793, - 0.46279089788009686, - -0.0007531039052447799, - 0.034907656871293685, - -0.10763262066317422, - 0.2727335110113568, - 1.2478547651803504, - 1.3621785753717335, - 0.8596236331275215, - 1.6793448207467165, - 1.6793448207467165, - 1.2049748114669363, - 0.37677545335251017, - 0.2521583651682474, - 0.14915537396046966, - 0.7674094834815195, - -0.4864684135029801, - 0.3443093135685926, - -0.009545076872679541, - -0.006423682212983247, - 0.33644603791913985, - 0.4768809376882202, - 0.2908786324618388, - 0.08213399411226852, - 0.06352120185003991, - -0.010094790861823048, - 0.5961494552334512, - -0.41347172573760094, - -0.1834616972488787, - -0.8039847894175872, - -1.2195116992893311, - -0.49512921693884226, - -0.6676038965350892, - -0.06956451956609055, - 0.21939968121977926, - 0.6884492170116324, - -0.014891716482325785, - 0.3016031034406239, - 0.4386254912859376, - 0.32517039403558035, - -0.08405577503991385, - -0.35815837938310957 + 0.1947357246661487, + 1.5611667030901748, + 2.0162589924268755, + -0.23535150336461086, + -0.2944437031201211, + -0.6909643897228988, + 1.0725211964173438, + 0.748014802264966, + 1.1230349721397033, + 0.8581030778919407, + 0.12368744207012161, + 0.051868051472208854, + -0.09607647335721808, + 1.1788931549627444, + 1.4743129999891282, + 0.19507307084940462, + 0.6565642368079622, + 0.2514692189957791, + 0.14656699746427315, + -0.8958355040167896, + 0.6638752667712206, + 1.25030098831306, + 0.6339711976877426, + 0.9315402999564513, + -0.5393970911867081, + 0.2338633830999962, + 0.22807569705246955, + 0.5309117393472552, + -2.072730845802553, + -2.072730845802553, + 0.3994841921835024, + 0.8188523698549264, + 0.243508272949944, + -0.43122496537295274, + 0.8904419876822706, + 0.09253699960922535, + -0.031706583654558695, + -0.864038694824945, + -0.4706809521969314, + 0.38394401387991617, + 0.259585495134064, + -0.6891548447801772, + -0.1614139703379147, + 0.7476771205067021, + 0.9919482607164956, + -1.564379217828243, + -2.2492754453664667, + -0.8858878899483753, + -0.6094203439425501, + 0.030676820151894546, + 0.16087301990300085, + -1.2073810210650189, + 0.5818458143000044, + -0.7310421000414453, + 0.8535273012108484, + 0.20253919370333034, + -0.18752118712168975, + -0.23255086465053498, + 0.026149878543264296, + 0.4280750142010731, + 1.0257866816330434, + -0.0990502844431662, + -0.11637110776417009, + 0.15219406346211883, + 0.637706147230565, + 0.42263412688223534, + -1.0628327513818094, + 0.140065906089345, + -0.4965226229347466, + -0.846908883308727, + -0.05863008251494817, + 0.16137342176470404, + -0.2656169706569038, + -0.40680324873141194, + -1.0503604823935548, + -0.6442993112069058, + -0.7245874318628428, + -0.47462115216826717, + -0.5365829938217339, + 0.09729424261161168, + -0.48011052612786426, + -0.4889480374318975, + -1.242430962597373, + -0.5818826543349973, + 0.4571367371740549 ] - } - ], - "layout": { - "coloraxis": { - "colorbar": { - "title": { - "text": "Time (minutes)" - }, - "x": 0.8 + }, + { + "hovertemplate": "Label=cancer1
LDA1=%{x}
LDA2=%{y}
LDA3=%{z}", + "legendgroup": "cancer1", + "marker": { + "color": "yellow", + "opacity": 0.7, + "symbol": "circle" }, - "colorscale": [ - [ - 0, - "#440154" - ], - [ - 0.1111111111111111, - "#482878" - ], - [ - 0.2222222222222222, - "#3e4989" - ], - [ - 0.3333333333333333, - "#31688e" - ], - [ - 0.4444444444444444, - "#26828e" - ], - [ - 0.5555555555555556, - "#1f9e89" - ], - [ - 0.6666666666666666, - "#35b779" - ], - [ - 0.7777777777777778, - "#6ece58" - ], - [ - 0.8888888888888888, - "#b5de2b" - ], - [ - 1, - "#fde725" - ] + "mode": "markers", + "name": "cancer1", + "scene": "scene", + "showlegend": true, + "type": "scatter3d", + "x": [ + -2.8684204583281794, + 1.3212343823773032, + 2.8800597538017603, + 4.564518751598603, + 1.5224620393448445, + -3.3109360678516397, + -0.053373352135336116, + -4.048300928611627, + -3.6939266310342824, + 2.506709755478278, + 5.190197584880523, + 0.6142993368211718, + 0.5908309345500482, + 7.462798195278358, + 1.4569637945447202, + -3.500163017399671, + -6.400592726453005, + -4.977443205716829, + 9.164872344615892, + -10.234595402931587, + 7.430532340979675, + 8.490324713513864, + -7.617759830691315, + 7.398176577177917, + 4.689434687267454, + 0.03560011894526838, + 3.4918680300555933, + -1.820531181901889, + -1.8745281596967556, + 2.288731675728146, + 7.023349948394504, + 0.0192661735200077, + -3.90554302883189, + 5.987704992933254, + -6.881924617665076, + 1.5002194809476066, + 3.0572510717047363, + 6.219793965294232, + 6.923762578265192, + -2.042021864310489, + 2.9910729380597187, + -12.438571124964083, + 2.6431254458077165, + 0.6883706181465801, + 8.254234439727007, + 1.5735169934683342, + 11.9934931033792, + 9.312728032030568, + 1.7502725194887816, + 5.693179968774224, + -2.8511703956888983, + 1.6414827849113305, + 7.077441280082223, + 8.824810342651526, + 2.1264119035472744, + 3.7309962141855255, + 5.657761259378018, + 1.1158625660356059, + -2.2853026447456166, + 7.555048282129048, + 13.164458106851736, + 2.3265706689811445, + -5.690801893391465, + -1.0703567932037927, + 1.43217335631482, + 1.346416530092947, + 0.9620200859457221, + 12.119889588119257, + 12.789404083620102, + 6.343420844990327, + 9.721474996372415, + 9.861175686038774, + 0.4241760459957771, + 8.561521788004594, + 6.435395086487633, + 0.05737729555471294, + -0.30622819647385136, + 11.845594065041864, + 2.248270142410976, + -3.0859820113561938 + ], + "y": [ + -0.006895043151022837, + -0.3656616695409224, + -0.5460471394742964, + 0.31924771207173963, + -0.5643255460766837, + 0.3670542752185192, + -0.07732863654480568, + 0.15974430450219557, + -0.525970181355731, + -0.03909681943438481, + -2.7828808707102883, + 0.37991748765845457, + -0.32939297345323676, + -0.7875249817680375, + -1.3339591248143496, + 0.8938667876735242, + 0.5613532053519974, + 0.49441700060709937, + -1.2120960336203717, + 0.023221475653304013, + -0.8894602376484235, + 0.008606133885925016, + 2.0693682002330007, + 1.8547498573372003, + 0.05355150656412544, + 1.1554068161311326, + 1.5352484271215485, + 0.7988491545421477, + 1.6316114361555503, + 0.42724961503982284, + 1.2661661376186046, + 0.13676819209102797, + 1.7734917920961797, + 0.29100028646493603, + 1.8927599155106427, + 2.851455252821261, + 0.9243379316969391, + 0.9171824465572351, + 0.11664717682058656, + 0.45728712478152334, + 1.2748346300099325, + 1.2858446569840252, + 3.064377990776862, + 2.574989612349201, + -0.6609717762742007, + 1.063649848709168, + -0.34583160605332974, + 0.711528479980315, + 1.9455253897104918, + 1.1701411575392129, + 0.36922016191475526, + 1.233583406092941, + 0.9009938755766409, + 0.8747097435689883, + 0.4910275491516254, + 1.5205824198938318, + -0.7454102332001407, + 1.901924818268312, + 0.17531106680739317, + 1.6591488225988584, + -1.1454492971590478, + 1.4189526246437731, + -1.8086246231957035, + -0.7857568410040969, + 2.0438211055180027, + 2.5934261574955935, + 0.273232311499803, + 2.6836187864962042, + 2.412514157551545, + 2.5189160216394693, + 2.542644835088239, + 0.2594827137358533, + 1.1149321390921347, + 1.3058039372648786, + 2.5051663103267714, + 2.5329531807388586, + 2.9714301142666564, + 1.6363190396931708, + 2.0213830998698126, + -1.2545518739675605 + ], + "z": [ + -0.04532998300134969, + 0.9719103854368468, + 0.03664612229436733, + -0.5791782761262424, + -0.23852245436192884, + 0.15783671760116436, + -0.9619223879478311, + 0.122655680197165, + 0.7674987541667432, + -0.9468527031349956, + 1.4794194341592033, + 0.1330291864939107, + -0.6221928835558227, + -0.7529943048767482, + 0.4180460710162639, + 0.15525502804755376, + 0.7597948556351461, + 0.2446506007791014, + 1.1123762170336609, + 0.724986052074654, + 1.3779430687488055, + 0.16621818221968732, + 0.011835062206782543, + -0.3333838939929966, + 0.30837027653796134, + -0.1835892893306097, + 0.40239387531131904, + 0.22844187121811554, + 0.27380457231505423, + -0.03641714601511234, + 0.11960317893019312, + 0.39043610368568715, + -0.6865311693359561, + 0.264406643942725, + -0.9349714965485147, + 0.06075934407861727, + 0.7712552316738464, + 0.18789657034197083, + 0.2754476860348565, + 0.22248986059553583, + -0.42385311150113697, + 0.6969783275520849, + -0.1489820312161756, + 0.059867661153272245, + 0.04163591010870271, + 0.5775644972499078, + 0.5517049320291156, + 0.06102312894417872, + -0.26731221642989755, + -0.9419069748579187, + 1.0603416332463174, + 0.8212049721956267, + 0.7637829674268065, + -0.2531162031077123, + -0.2156253328088249, + 0.5518839446372867, + 1.383565385499955, + -0.7673889084113973, + -0.22202106461646198, + -0.45134943122701776, + -0.9212147448483619, + 0.8222883890540502, + -0.494225640863054, + 0.3970918562308938, + 0.6586428851176741, + 0.28782026114753645, + 0.8072548189819726, + -0.9000975417819259, + -0.029362295960775775, + 0.24344837120052754, + -0.16830168480148844, + 0.3246348363498528, + -1.0035209322697205, + 0.5246182826689161, + -0.4030812101953507, + -1.1226062679732747, + -0.5304780042542363, + -0.3625701786372214, + -0.2911630322674599, + -1.6942251991539479 ] }, - "height": 400, + { + "hovertemplate": "Label=normal1
LDA1=%{x}
LDA2=%{y}
LDA3=%{z}", + "legendgroup": "normal1", + "marker": { + "color": "blue", + "opacity": 0.7, + "symbol": "circle" + }, + "mode": "markers", + "name": "normal1", + "scene": "scene", + "showlegend": true, + "type": "scatter3d", + "x": [ + -4.403177695963653, + 4.731828244137181, + 0.44604086375681895, + 3.9884941434054717, + 6.382347579437301, + 0.5989938022526022, + -1.7571365201119242, + 4.531001185457464, + 3.911769216691443, + 1.5966761824956803, + 12.414635558845587, + 6.564355733498848, + 7.455591524911929, + 3.220026207419931, + 4.368243424882316, + 6.985844284288344, + -0.5781843410207177, + 6.631543394512535, + 0.21517023760071652, + 8.521137179286027, + 0.14825776916008415, + 0.6384831339249679, + -18.18921154385166, + 4.030016694898835, + 4.506045906621075, + -7.324913314860899, + -3.983825067887064, + 6.2688217157487784, + 3.4308735466434506 + ], + "y": [ + -0.42705156624743723, + -3.150345052582357, + -3.085501667579879, + -0.5834576191969139, + -0.5277461148881502, + -0.53199294034851, + -0.6457631837750535, + -1.5978464422875716, + -2.432091503192157, + -1.6147518510222638, + -0.2760779272573448, + -0.7603343918236107, + -0.21268534500602065, + -0.05017545159522152, + -2.156949178776169, + -1.3379325879165371, + 0.19130171867743506, + -0.9719379348528641, + -1.9346721925581165, + -0.961062130649672, + -2.9583637323306933, + -5.208410340066074, + -15.611846741178269, + -3.982239905233362, + -1.6106337547933256, + -1.237762449232043, + -2.7789272521001394, + -4.177924955003837, + -2.3413226774649036 + ], + "z": [ + 0.661124345448598, + -0.5832094988060392, + 1.345913836918751, + 1.212979273035748, + 0.5450898562792079, + 1.80538606527784, + 0.7433416694745567, + 1.2884786248070874, + 0.8880653223676149, + 0.8618754128577517, + -0.26871752651549485, + 1.0305261663980518, + 0.6049124025816845, + 0.02077288789277243, + 1.1291817062052125, + 0.02178899559535319, + 0.6424473887699806, + 0.4232103279331958, + -0.20725908104856128, + 1.0422658928275945, + 0.33717764602191114, + 2.27527402609616, + 2.950928008001676, + 1.7706661543635487, + 0.875957864983118, + 0.9078300214869734, + -1.2765285055657523, + -1.1465602477580215, + 0.12160594568484218 + ] + }, + { + "hovertemplate": "Label=normal2
LDA1=%{x}
LDA2=%{y}
LDA3=%{z}", + "legendgroup": "normal2", + "marker": { + "color": "purple", + "opacity": 0.7, + "symbol": "circle" + }, + "mode": "markers", + "name": "normal2", + "scene": "scene", + "showlegend": true, + "type": "scatter3d", + "x": [ + 2.4679415029917138, + -0.5057179023199283, + 16.38923532302676, + 9.71517183852285, + 4.305392959987684, + 6.998531642056699, + 7.049614945682968, + -2.7248269987659475, + -13.31660862544917, + -2.144017026203212, + -3.248017749283574, + 4.040127842495785, + 7.948468485890323, + 0.7986075630816121 + ], + "y": [ + -0.8886711347547909, + -0.8569829653630889, + -1.568521963133168, + -0.8781313987566262, + -0.9036789470846498, + -0.6517183265978832, + -1.0455477817848322, + -4.739638949065171, + -9.667268789715605, + -3.5958268651663987, + -2.073517231024037, + -5.087696093975661, + -2.0959155709718855, + -8.974815714139746 + ], + "z": [ + 0.8706991851061667, + 0.25633431003363344, + 1.3227567642788463, + 0.9595310701051025, + 2.4578020103056106, + 1.25923364043496, + 1.392911622072127, + 0.4771798648939506, + 3.020474937808946, + -1.220238027953151, + 0.8021230109769099, + 1.7525596349937433, + -0.28211677980277217, + 0.9045017495852479 + ] + } + ], + "layout": { + "font": { + "size": 16 + }, + "height": 700, "legend": { + "title": { + "font": { + "size": 16 + }, + "text": "Label" + }, "tracegroupgap": 0, "x": 0.8, - "y": 0.8 + "y": 0.7 + }, + "margin": { + "t": 60 }, "scene": { "domain": { @@ -21807,17 +25057,17 @@ }, "xaxis": { "title": { - "text": "PCA1" + "text": "LDA1" } }, "yaxis": { "title": { - "text": "PCA2" + "text": "LDA2" } }, "zaxis": { "title": { - "text": "PCA3" + "text": "LDA3" } } }, @@ -22639,17 +25889,20 @@ } }, "title": { - "text": "3D PCA: Cancer samples over time", + "font": { + "size": 20 + }, + "text": "LDA: Train - front, Test - back", "x": 0.5, - "y": 0.8 + "y": 0.7 }, - "width": 600 + "width": 700 } }, "text/html": [ - "