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- .gitattributes +19 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/CRISPRi_agg_results.csv +10 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/CRISPRi_pred_de.csv +3 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/CRISPRi_real_de.csv +3 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/CRISPRi_results.csv +162 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA524331_agg_results.csv +10 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA524331_pred_de.csv +0 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA524331_real_de.csv +3 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA524331_results.csv +43 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA595864_agg_results.csv +10 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA595864_pred_de.csv +0 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA595864_real_de.csv +0 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA595864_results.csv +11 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_Perturb_seq_agg_results.csv +10 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_Perturb_seq_pred_de.csv +3 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_Perturb_seq_real_de.csv +3 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_Perturb_seq_results.csv +84 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_epistasis_agg_results.csv +10 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_epistasis_pred_de.csv +0 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_epistasis_real_de.csv +0 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_epistasis_results.csv +2 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/day7neuron_agg_results.csv +10 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/day7neuron_pred_de.csv +0 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/day7neuron_real_de.csv +0 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/day7neuron_results.csv +19 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/pilot_agg_results.csv +10 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/pilot_pred_de.csv +0 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/pilot_real_de.csv +0 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/pilot_results.csv +8 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/CRISPRi_agg_results.csv +10 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/CRISPRi_pred_de.csv +3 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/CRISPRi_real_de.csv +3 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/CRISPRi_results.csv +162 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA524331_agg_results.csv +10 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA524331_pred_de.csv +3 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA524331_real_de.csv +3 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA524331_results.csv +43 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA595864_agg_results.csv +10 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA595864_pred_de.csv +0 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA595864_real_de.csv +0 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA595864_results.csv +11 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_Perturb_seq_agg_results.csv +10 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_Perturb_seq_pred_de.csv +3 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_Perturb_seq_real_de.csv +3 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_Perturb_seq_results.csv +84 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_epistasis_agg_results.csv +10 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_epistasis_pred_de.csv +0 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_epistasis_real_de.csv +0 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_epistasis_results.csv +2 -0
- OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/day7neuron_agg_results.csv +10 -0
.gitattributes
CHANGED
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# Video files - compressed
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/CRISPRi_pred_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/CRISPRi_real_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA524331_real_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_Perturb_seq_pred_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_Perturb_seq_real_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/CRISPRi_pred_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/CRISPRi_real_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA524331_pred_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA524331_real_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_Perturb_seq_pred_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_Perturb_seq_real_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg4.0/CRISPRi_pred_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg4.0/CRISPRi_real_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg4.0/PRJNA524331_pred_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg4.0/PRJNA524331_real_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg4.0/UPR_Perturb_seq_pred_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg4.0/UPR_Perturb_seq_real_de.csv filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/opuscell_adata_pred.h5ad filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/opuscell_adata_real.h5ad filter=lfs diff=lfs merge=lfs -text
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/CRISPRi_agg_results.csv
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/CRISPRi_pred_de.csv
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/CRISPRi_real_de.csv
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/CRISPRi_results.csv
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perturbation,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine,pearson_edistance,clustering_agreement
|
| 2 |
+
ADAM10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.0010964912280701754,0.545272636318159,0.04127954691648483,0.00484583480283618,0.04840869829058647,0.003360810223966837,0.04237017035484314,0.22360248447204967,0.21739130434782605,0.6521739130434783,0.5808575179091505,0.002650774663960901
|
| 3 |
+
ADARB2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.000851063829787234,0.4127063531765883,0.12113066017627716,0.005265377927571535,0.05054117739200592,0.003615819150581956,0.04296227917075157,0.21118012422360244,0.17391304347826086,0.7391304347826086,0.5808575179091505,0.002650774663960901
|
| 4 |
+
AFG3L2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,6.0,0.0019157088122605363,0.7393696848424212,0.005893423222005367,0.006339649204164743,0.05529573932290077,0.00438229413703084,0.04663402587175369,0.1366459627329193,0.13043478260869568,0.5465838509316769,0.5808575179091505,0.002650774663960901
|
| 5 |
+
AIFM1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.1694740653038025,0.004469895735383034,0.047347620129585266,0.002531904261559248,0.03723711520433426,0.4347826086956522,0.4347826086956522,0.8509316770186335,0.5808575179091505,0.002650774663960901
|
| 6 |
+
AKAP9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.5,-1.0,0.0,2.0,0.0,0.0014542048703539388,0.49824824824824826,-0.018674712628126144,0.004232248291373253,0.04544271156191826,0.0027081731241196394,0.0362662672996521,0.4720496894409938,0.34782608695652173,0.3788819875776398,0.5808575179091505,0.002650774663960901
|
| 7 |
+
AMFR,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.001841620626151013,0.728864432216108,-0.0037855426780879498,0.0038755154237151146,0.04438372701406479,0.002065547974780202,0.0338921882212162,0.5962732919254659,0.5962732919254659,0.36645962732919257,0.5808575179091505,0.002650774663960901
|
| 8 |
+
ANO10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.05310522019863129,0.00390840508043766,0.043091483414173126,0.001948034972883761,0.0322854109108448,0.6335403726708074,0.6211180124223603,0.3913043478260869,0.5808575179091505,0.002650774663960901
|
| 9 |
+
AP2A2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.12819784879684448,0.003452081698924303,0.04035251587629318,0.0016208607703447342,0.029773345217108727,0.8074534161490683,0.8260869565217391,0.45341614906832295,0.5808575179091505,0.002650774663960901
|
| 10 |
+
APEX1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.021005362272262573,0.003494378412142396,0.04132406786084175,0.0018016755348071456,0.0315081961452961,0.8198757763975155,0.8136645962732919,0.9254658385093167,0.5808575179091505,0.002650774663960901
|
| 11 |
+
ARID1B,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.001455604075691412,0.6570785392696348,0.22551609575748444,0.006031113676726818,0.05685971677303314,0.004525325261056423,0.050241921097040176,0.05590062111801242,0.05590062111801242,0.8571428571428572,0.5808575179091505,0.002650774663960901
|
| 12 |
+
ATG5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,2.0,NaN,NaN,0.1596778780221939,0.004543982911854982,0.04751339182257652,0.002428756793960929,0.037070102989673615,0.40372670807453415,0.4658385093167702,0.8012422360248448,0.5808575179091505,0.002650774663960901
|
| 13 |
+
ATP1A3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.05290573835372925,0.0035526102874428034,0.04019770398736,0.0014594123931601644,0.028085879981517792,0.9254658385093167,0.9006211180124224,0.22360248447204967,0.5808575179091505,0.002650774663960901
|
| 14 |
+
ATP5F1C,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.000572737686139748,0.12706353176588292,-0.0458901971578598,0.005783986300230026,0.055294908583164215,0.00394213292747736,0.04609512910246849,0.21739130434782605,0.22981366459627328,0.7142857142857143,0.5808575179091505,0.002650774663960901
|
| 15 |
+
ATP5PD,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,6.0,NaN,NaN,0.027580497786402702,0.00526828458532691,0.05136154964566231,0.0032983305864036083,0.042416952550411224,0.2795031055900621,0.30434782608695654,0.8695652173913043,0.5808575179091505,0.002650774663960901
|
| 16 |
+
ATP6AP2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.15938857197761536,0.005784221459180117,0.05372042953968048,0.003987687174230814,0.04608844593167305,0.27329192546583847,0.2857142857142857,0.2360248447204969,0.5808575179091505,0.002650774663960901
|
| 17 |
+
ATXN10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.0009813542688910696,0.49099549774887447,-0.06499990820884705,0.004575146362185478,0.048167258501052856,0.0028911835979670286,0.03961247205734253,0.44720496894409933,0.45962732919254656,0.6086956521739131,0.5808575179091505,0.002650774663960901
|
| 18 |
+
BAX,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,1.0,0.0008968609865470852,0.4427213606803402,-0.004104194231331348,0.0035445084795355797,0.04115784540772438,0.0017136272508651018,0.030600860714912415,0.7763975155279503,0.7950310559006211,0.0496894409937888,0.5808575179091505,0.002650774663960901
|
| 19 |
+
BCS1L,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.09728294610977173,0.004101464059203863,0.04438840597867966,0.002315739169716835,0.035584479570388794,0.5279503105590062,0.5465838509316769,0.3913043478260869,0.5808575179091505,0.002650774663960901
|
| 20 |
+
BECN1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.08806952834129333,0.0037148348055779934,0.041958168148994446,0.0018220695201307535,0.031054925173521042,0.7515527950310559,0.7391304347826086,0.31055900621118016,0.5808575179091505,0.002650774663960901
|
| 21 |
+
BIN1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,1.0,NaN,NaN,0.15363182127475739,0.004121142439544201,0.0449918769299984,0.002247344236820936,0.03495785966515541,0.5217391304347826,0.5217391304347826,0.8198757763975155,0.5808575179091505,0.002650774663960901
|
| 22 |
+
BLMH,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.05015772208571434,0.005151296965777874,0.051826030015945435,0.003310186555609107,0.04292554408311844,0.36645962732919257,0.4285714285714286,0.7763975155279503,0.5808575179091505,0.002650774663960901
|
| 23 |
+
BNIP1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,4.0,NaN,NaN,0.0509144626557827,0.0032620937563478947,0.03991052135825157,0.0016171071911230683,0.029719706624746323,0.8322981366459627,0.8385093167701864,0.11180124223602483,0.5808575179091505,0.002650774663960901
|
| 24 |
+
CASP3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.0013458950201884253,0.6288144072036018,0.03619655594229698,0.003404236864298582,0.039420560002326965,0.001718022394925356,0.028530513867735863,0.9006211180124224,0.7267080745341614,0.6645962732919255,0.5808575179091505,0.002650774663960901
|
| 25 |
+
CDC42EP3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.1436692327260971,0.004868506919592619,0.04966532811522484,0.0031962243374437094,0.040998250246047974,0.3354037267080745,0.3229813664596274,0.018633540372670843,0.5808575179091505,0.002650774663960901
|
| 26 |
+
CDH11,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.017879199236631393,0.0037529405672103167,0.042474012821912766,0.0018588595557957888,0.032121192663908005,0.8198757763975155,0.8322981366459627,0.9813664596273292,0.5808575179091505,0.002650774663960901
|
| 27 |
+
CELF1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,1.0,0.0006839945280437756,0.2698849424712356,-0.13357548415660858,0.005385583266615868,0.05256437510251999,0.0038967106956988573,0.0455968864262104,0.22360248447204967,0.22981366459627328,0.2422360248447205,0.5808575179091505,0.002650774663960901
|
| 28 |
+
CEP63,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.06666666666666667,0.9929964982491245,-0.08370319753885269,0.003281215438619256,0.04036472365260124,0.0019686578307300806,0.032412100583314896,0.7701863354037267,0.7701863354037267,0.3913043478260869,0.5808575179091505,0.002650774663960901
|
| 29 |
+
COASY,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,1.0,0.0,2.0,0.0,0.0009716988392611494,0.25,0.09862954914569855,0.0035416237078607082,0.04155603051185608,0.0018416777020320296,0.03172629326581955,0.6335403726708074,0.6273291925465838,0.68944099378882,0.5808575179091505,0.002650774663960901
|
| 30 |
+
COG4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.0005271481286241434,0.05152576288144073,0.03839237615466118,0.0036252213176339865,0.04125230386853218,0.0017842259258031845,0.03117441013455391,0.7329192546583851,0.7204968944099379,0.3913043478260869,0.5808575179091505,0.002650774663960901
|
| 31 |
+
COX10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,1.0,0.001004016064257028,0.5022511255627814,0.005693831481039524,0.00302100763656199,0.03723631054162979,0.0013084313832223415,0.026586204767227173,0.9751552795031055,0.968944099378882,0.3291925465838509,0.5808575179091505,0.002650774663960901
|
| 32 |
+
COX15,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,2.0,NaN,NaN,0.06296500563621521,0.003593154950067401,0.04160250723361969,0.0018250300781801343,0.03167915716767311,0.6645962732919255,0.6832298136645962,0.1428571428571429,0.5808575179091505,0.002650774663960901
|
| 33 |
+
CREBBP,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,-0.4,0.0,5.0,0.0,0.0036149444758692374,0.6101253132832081,0.15090356767177582,0.003796605160459876,0.04339370131492615,0.002288459800183773,0.03442928567528725,0.49689440993788825,0.484472049689441,0.7267080745341614,0.5808575179091505,0.002650774663960901
|
| 34 |
+
CTSD,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.0017406735569238663,0.005064602475613356,0.0500229150056839,0.0032441329676657915,0.04102366417646408,0.26086956521739135,0.2360248447204969,0.3913043478260869,0.5808575179091505,0.002650774663960901
|
| 35 |
+
CYB561,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,1.0,NaN,NaN,0.09518083930015564,0.0036782154347747564,0.04147890582680702,0.0018304099794477224,0.030773580074310303,0.7515527950310559,0.6770186335403727,0.8385093167701864,0.5808575179091505,0.002650774663960901
|
| 36 |
+
CYCS,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.6666666666666666,0.5,0.0,3.0,9.0,0.001914351517412132,0.4931564012685695,0.2466309666633606,0.0058706579729914665,0.05420325696468353,0.004246652126312256,0.04694526642560959,0.07453416149068326,0.06832298136645965,0.8385093167701864,0.5808575179091505,0.002650774663960901
|
| 37 |
+
DAP,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,22.0,NaN,NaN,-0.11946313083171844,0.0040649231523275375,0.04341932386159897,0.002440378302708268,0.035271987318992615,0.4782608695652174,0.44099378881987583,0.03105590062111796,0.5808575179091505,0.002650774663960901
|
| 38 |
+
DBR1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,276.0,NaN,NaN,-0.029050685465335846,0.005109948106110096,0.04871748387813568,0.0028833369724452496,0.03798777610063553,0.4161490683229814,0.39751552795031053,0.05590062111801242,0.5808575179091505,0.002650774663960901
|
| 39 |
+
DCTN1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.003817112185060978,0.004761661868542433,0.04955577850341797,0.003350791521370411,0.04328823834657669,0.1925465838509317,0.21118012422360244,0.40372670807453415,0.5808575179091505,0.002650774663960901
|
| 40 |
+
DMXL1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.001218026796589525,0.5900450225112557,-0.06738772243261337,0.002968884538859129,0.037102967500686646,0.0012922444147989154,0.026828577741980553,0.968944099378882,0.9813664596273292,0.18012422360248448,0.5808575179091505,0.002650774663960901
|
| 41 |
+
DNAJC6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.5,0.42857142857142855,0.0,8.0,0.0,0.008800315115700695,0.5580760542168675,0.008954343385994434,0.0057544466108083725,0.05197911709547043,0.004072551615536213,0.04518365487456322,0.15527950310559002,0.1366459627329193,0.36645962732919257,0.5808575179091505,0.002650774663960901
|
| 42 |
+
DNM2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,1.0,0.0005837711617046118,0.1435717858929465,0.14834962785243988,0.003755750600248575,0.042069632560014725,0.0014629218494519591,0.028673794120550156,0.8695652173913043,0.8944099378881988,0.3291925465838509,0.5808575179091505,0.002650774663960901
|
| 43 |
+
DROSHA,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,3.0,0.0010660980810234541,0.5312656328164083,-0.07155059278011322,0.003899357747286558,0.04420434683561325,0.002474052831530571,0.03677371144294739,0.5341614906832298,0.5590062111801242,0.08695652173913049,0.5808575179091505,0.002650774663960901
|
| 44 |
+
DYNC1H1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.8333333333333334,-0.7714285714285715,0.0,6.0,1.0,0.005646622100122517,0.562897024406553,0.3062989115715027,0.008782768622040749,0.06720840185880661,0.007401222363114357,0.062131576240062714,0.006211180124223614,0.006211180124223614,1.0,0.5808575179091505,0.002650774663960901
|
| 45 |
+
ECHS1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,0.5,0.0,3.0,0.0,0.002729170769395696,0.5558337506259388,0.14872638881206512,0.005044255405664444,0.049974653869867325,0.003132989862933755,0.0414237417280674,0.22360248447204967,0.22981366459627328,0.8819875776397516,0.5808575179091505,0.002650774663960901
|
| 46 |
+
EEF2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.5714285714285714,0.2857142857142857,0.0,7.0,10.0,0.003042145064912302,0.37796573722313814,0.029940569773316383,0.004661101847887039,0.04738439992070198,0.0031042718328535557,0.03993958234786987,0.422360248447205,0.3850931677018633,0.8198757763975155,0.5808575179091505,0.002650774663960901
|
| 47 |
+
EIF2S1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,141.0,NaN,NaN,-0.07513432204723358,0.007378173526376486,0.06019178032875061,0.006096323486417532,0.05575878545641899,0.15527950310559002,0.18012422360248448,0.2360248447204969,0.5808575179091505,0.002650774663960901
|
| 48 |
+
EIF4G1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,2.0,NaN,NaN,0.21856606006622314,0.004351621959358454,0.04584304988384247,0.0024186992086470127,0.03606807067990303,0.4285714285714286,0.44720496894409933,0.6273291925465838,0.5808575179091505,0.002650774663960901
|
| 49 |
+
ELMO1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.0006024096385542169,0.17008504252126067,0.00023575243540108204,0.0034054971765726805,0.04172633960843086,0.0018702077213674784,0.03200150281190872,0.6211180124223603,0.6335403726708074,0.27329192546583847,0.5808575179091505,0.002650774663960901
|
| 50 |
+
ELOVL5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.0008038585209003215,0.37868934467233617,0.019986020401120186,0.0032303419429808855,0.03939921408891678,0.001581842894665897,0.029399635270237923,0.8695652173913043,0.8633540372670807,0.8944099378881988,0.5808575179091505,0.002650774663960901
|
| 51 |
+
ELP3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,5.0,0.000925925925925926,0.46098049024512255,-0.07881766557693481,0.00416636373847723,0.04543447121977806,0.0024422421120107174,0.0360478013753891,0.5527950310559007,0.5590062111801242,0.5900621118012422,0.5808575179091505,0.002650774663960901
|
| 52 |
+
EPC2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.0009041591320072332,0.4474737368684342,-0.044486284255981445,0.003615693189203739,0.042870622128248215,0.0021765443962067366,0.03458273410797119,0.577639751552795,0.577639751552795,0.1366459627329193,0.5808575179091505,0.002650774663960901
|
| 53 |
+
EWSR1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.005376344086021506,0.907703851925963,0.08584397286176682,0.004500761162489653,0.04777274280786514,0.002807743614539504,0.0387762077152729,0.3354037267080745,0.3229813664596274,0.6459627329192547,0.5808575179091505,0.002650774663960901
|
| 54 |
+
EXOC4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.0007855459544383347,0.364432216108054,0.068097785115242,0.003960699308663607,0.0442734993994236,0.002432317240163684,0.036356277763843536,0.49689440993788825,0.5341614906832298,0.9813664596273292,0.5808575179091505,0.002650774663960901
|
| 55 |
+
FAM171A2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,1.0,NaN,NaN,-0.1759367287158966,0.00738771865144372,0.06275138258934021,0.005823373794555664,0.05664676055312157,0.0993788819875776,0.11180124223602483,0.11801242236024845,0.5808575179091505,0.002650774663960901
|
| 56 |
+
FARP1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.6666666666666666,0.5,0.0,3.0,0.0,0.014702198169160297,0.5924720413954264,0.058368198573589325,0.007114614825695753,0.058701157569885254,0.005277136340737343,0.051452040672302246,0.08695652173913049,0.06832298136645965,0.6273291925465838,0.5808575179091505,0.002650774663960901
|
| 57 |
+
FBXO7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.0005720823798627002,0.12656328164082042,-0.09181418269872665,0.004363514482975006,0.046585872769355774,0.0027098217979073524,0.03791645169258118,0.45341614906832295,0.484472049689441,0.45341614906832295,0.5808575179091505,0.002650774663960901
|
| 58 |
+
FERMT2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.030868906527757645,0.003741759341210127,0.042621392756700516,0.002050032839179039,0.03385477885603905,0.5900621118012422,0.6024844720496895,0.5217391304347826,0.5808575179091505,0.002650774663960901
|
| 59 |
+
FOXC1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.11421788483858109,0.0030217189341783524,0.03818627446889877,0.0013474636944010854,0.027514854446053505,0.9503105590062112,0.9503105590062112,0.4720496894409938,0.5808575179091505,0.002650774663960901
|
| 60 |
+
FOXRED1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,1.0,NaN,NaN,0.037506431341171265,0.0034902438055723906,0.040305618196725845,0.001586845493875444,0.02939273789525032,0.8633540372670807,0.8571428571428572,0.11180124223602483,0.5808575179091505,0.002650774663960901
|
| 61 |
+
FXN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.034482758620689655,0.9859929964982491,0.03128126636147499,0.0031740297563374043,0.039038244634866714,0.001404097769409418,0.028084028512239456,0.9192546583850931,0.9254658385093167,0.3354037267080745,0.5808575179091505,0.002650774663960901
|
| 62 |
+
GARS1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,2.0,NaN,NaN,0.15113519132137299,0.004924735985696316,0.04811660945415497,0.002980924677103758,0.03903944417834282,0.2919254658385093,0.26086956521739135,0.9254658385093167,0.5808575179091505,0.002650774663960901
|
| 63 |
+
GLE1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.02008931152522564,0.0033568115904927254,0.039795294404029846,0.0014352607540786266,0.028356121852993965,0.8944099378881988,0.9130434782608696,0.18012422360248448,0.5808575179091505,0.002650774663960901
|
| 64 |
+
GOLIM4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.001183431952662722,0.5777888944472236,0.08170287311077118,0.003513936186209321,0.04070103541016579,0.0017159830313175917,0.030530162155628204,0.7267080745341614,0.7080745341614907,0.49689440993788825,0.5808575179091505,0.002650774663960901
|
| 65 |
+
GRN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.0026455026455026454,0.8114057028514257,0.08824444562196732,0.003080915892496705,0.038325875997543335,0.0012326370924711227,0.02604685351252556,0.9813664596273292,0.9813664596273292,0.2795031055900621,0.5808575179091505,0.002650774663960901
|
| 66 |
+
GSR,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.054583001881837845,0.0033270546700805426,0.040189605206251144,0.0015242176596075296,0.02917199395596981,0.8385093167701864,0.8571428571428572,0.12422360248447206,0.5808575179091505,0.002650774663960901
|
| 67 |
+
GSTA4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.017575455829501152,0.004021401517093182,0.04402630403637886,0.001988110365346074,0.03336351737380028,0.5527950310559007,0.5838509316770186,0.08074534161490687,0.5808575179091505,0.002650774663960901
|
| 68 |
+
GTF2H3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,13.0,NaN,NaN,0.2338642179965973,0.004245934542268515,0.0448974072933197,0.0023199112620204687,0.03447971120476723,0.49689440993788825,0.4720496894409938,0.937888198757764,0.5808575179091505,0.002650774663960901
|
| 69 |
+
HEXA,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.0713534876704216,0.004350605886429548,0.04507055506110191,0.0024664488155394793,0.0353657528758049,0.49689440993788825,0.4720496894409938,0.11180124223602483,0.5808575179091505,0.002650774663960901
|
| 70 |
+
HNRNPA2B1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,0.5,0.0,3.0,0.0,0.003858516279171458,0.7154064429978301,0.06737308204174042,0.007938883267343044,0.06547676026821136,0.006352223921567202,0.05811060965061188,0.037267080745341574,0.03105590062111796,0.5465838509316769,0.5808575179091505,0.002650774663960901
|
| 71 |
+
HSPA5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,21.0,0.0005858230814294083,0.14682341170585295,0.025394655764102936,0.009421241469681263,0.07026808708906174,0.007430642377585173,0.0638263076543808,0.012422360248447228,0.012422360248447228,0.4658385093167702,0.5808575179091505,0.002650774663960901
|
| 72 |
+
HSPA9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.5,-1.0,0.0,2.0,119.0,0.002591172160492682,0.5036286286286287,0.11110153794288635,0.007155018858611584,0.05823768302798271,0.005452579818665981,0.052236154675483704,0.08074534161490687,0.06211180124223603,0.7639751552795031,0.5808575179091505,0.002650774663960901
|
| 73 |
+
HTT,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.0006793478260869565,0.26488244122061033,-0.04223383218050003,0.003262670710682869,0.03979763761162758,0.0018920147558674216,0.03179122507572174,0.6770186335403727,0.6583850931677019,0.06211180124223603,0.5808575179091505,0.002650774663960901
|
| 74 |
+
HYOU1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.0035184493754059076,0.0036385878920555115,0.0417841374874115,0.0017814883030951023,0.031086759641766548,0.7018633540372671,0.7391304347826086,0.16149068322981364,0.5808575179091505,0.002650774663960901
|
| 75 |
+
KIF1B,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.0022271714922048997,0.775887943971986,-0.04379742592573166,0.008715922012925148,0.06781088560819626,0.007030492648482323,0.061601266264915466,0.037267080745341574,0.0496894409937888,0.7018633540372671,0.5808575179091505,0.002650774663960901
|
| 76 |
+
KIFAP3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.008267806842923164,0.0039058756083250046,0.04346080124378204,0.0019262774148955941,0.032862477004528046,0.6149068322981366,0.6273291925465838,0.1490683229813664,0.5808575179091505,0.002650774663960901
|
| 77 |
+
LRPPRC,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,1.0,0.00078003120124805,0.35967983991996,0.02706887386739254,0.0054345158860087395,0.05290600284934044,0.0038637234829366207,0.045337967574596405,0.12422360248447206,0.11801242236024845,0.25465838509316774,0.5808575179091505,0.002650774663960901
|
| 78 |
+
MAPT,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.02354554459452629,0.0031409203074872494,0.03992593288421631,0.0016301393043249846,0.029761232435703278,0.8695652173913043,0.8633540372670807,0.7515527950310559,0.5808575179091505,0.002650774663960901
|
| 79 |
+
MRPL10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,2.0,NaN,NaN,0.05753663554787636,0.003512056777253747,0.04181651398539543,0.0019315441604703665,0.03220689296722412,0.7018633540372671,0.68944099378882,0.577639751552795,0.5808575179091505,0.002650774663960901
|
| 80 |
+
MTA1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.06790466606616974,0.003917136695235968,0.044593051075935364,0.002173981163650751,0.03479348123073578,0.515527950310559,0.5403726708074534,0.5590062111801242,0.5808575179091505,0.002650774663960901
|
| 81 |
+
NCSTN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.10821222513914108,0.004297302570194006,0.046710219234228134,0.002560268621891737,0.037287235260009766,0.40372670807453415,0.4347826086956522,0.6086956521739131,0.5808575179091505,0.002650774663960901
|
| 82 |
+
NDUFA2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,2.0,NaN,NaN,0.1599259227514267,0.005982982460409403,0.05469279736280441,0.004025646019726992,0.046661388128995895,0.0993788819875776,0.10559006211180122,0.5962732919254659,0.5808575179091505,0.002650774663960901
|
| 83 |
+
NDUFA9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,1.0,NaN,NaN,-0.04114504158496857,0.006461768876761198,0.055415112525224686,0.004261624999344349,0.0467110238969326,0.15527950310559002,0.1490683229813664,0.1863354037267081,0.5808575179091505,0.002650774663960901
|
| 84 |
+
NDUFAF2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.0006743088334457181,0.25862931465732864,0.20886610448360443,0.0061103953048586845,0.0557192787528038,0.00457038776949048,0.04933362826704979,0.09316770186335399,0.09316770186335399,0.9937888198757764,0.5808575179091505,0.002650774663960901
|
| 85 |
+
NDUFAF5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.0008525149190110827,0.4139569784892446,-0.0692550539970398,0.0051976824179291725,0.051672592759132385,0.0034310310147702694,0.04301957041025162,0.1925465838509317,0.19875776397515532,0.03105590062111796,0.5808575179091505,0.002650774663960901
|
| 86 |
+
NDUFAF6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.014492753623188406,0.9659829914957478,0.019592395052313805,0.003445253474637866,0.040727950632572174,0.0018825290026143193,0.03183431923389435,0.6273291925465838,0.6211180124223603,0.31677018633540377,0.5808575179091505,0.002650774663960901
|
| 87 |
+
NDUFS8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.12780268490314484,0.004067795816808939,0.04564381763339043,0.002550794743001461,0.03745648264884949,0.40993788819875776,0.44099378881987583,0.8819875776397516,0.5808575179091505,0.002650774663960901
|
| 88 |
+
NSF,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.00101010101010101,0.5060030015007504,-0.09869450330734253,0.00588166294619441,0.053282760083675385,0.003803060157224536,0.04468674957752228,0.17391304347826086,0.16770186335403725,0.17391304347826086,0.5808575179091505,0.002650774663960901
|
| 89 |
+
NTRK2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.8181818181818182,0.6,0.0,11.0,0.0,0.02546221330250959,0.6788472964943553,0.07614331692457199,0.004909852519631386,0.048920631408691406,0.0029081315733492374,0.03817177563905716,0.3291925465838509,0.25465838509316774,0.13043478260869568,0.5808575179091505,0.002650774663960901
|
| 90 |
+
OPA3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.0005865102639296188,0.147823911955978,0.051781851798295975,0.004186883103102446,0.045417312532663345,0.002236290369182825,0.03513694927096367,0.5031055900621118,0.5403726708074534,0.6645962732919255,0.5808575179091505,0.002650774663960901
|
| 91 |
+
OSBPL6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.026401981711387634,0.005800230894237757,0.054511405527591705,0.004289103671908379,0.04802002012729645,0.13043478260869568,0.1428571428571429,0.670807453416149,0.5808575179091505,0.002650774663960901
|
| 92 |
+
PARP1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.3333333333333333,0.998999499749875,0.18885774910449982,0.0036470990162342787,0.04151676967740059,0.0019475510343909264,0.031886257231235504,0.6273291925465838,0.5838509316770186,0.6645962732919255,0.5808575179091505,0.002650774663960901
|
| 93 |
+
PAXIP1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.0008403361344537816,0.4054527263631816,0.003297734772786498,0.0028609526343643665,0.036758843809366226,0.0011454112827777863,0.02521504834294319,1.0,1.0,0.8385093167701864,0.5808575179091505,0.002650774663960901
|
| 94 |
+
PCDH1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,1.0,NaN,NaN,0.13454453647136688,0.003789258422330022,0.04235662892460823,0.0018398812972009182,0.031573228538036346,0.68944099378882,0.7204968944099379,0.36024844720496896,0.5808575179091505,0.002650774663960901
|
| 95 |
+
PDS5B,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,2.0,0.0011587485515643105,0.5690345172586293,0.18670246005058289,0.005034449510276318,0.05086217820644379,0.0029752845875918865,0.04030284658074379,0.24844720496894412,0.26086956521739135,0.68944099378882,0.5808575179091505,0.002650774663960901
|
| 96 |
+
PFDN1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.0038199496921151876,0.005445368587970734,0.05326090380549431,0.003893261542543769,0.04672097787261009,0.18012422360248448,0.19875776397515532,0.5031055900621118,0.5808575179091505,0.002650774663960901
|
| 97 |
+
PFN1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,1.0,0.0072992700729927005,0.932216108054027,-0.06137850135564804,0.005655753891915083,0.052311379462480545,0.0037496620789170265,0.04389174282550812,0.2422360248447205,0.22360248447204967,0.5341614906832298,0.5808575179091505,0.002650774663960901
|
| 98 |
+
PGBD1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.009012782946228981,0.0034663088154047728,0.041578616946935654,0.0017855598125606775,0.03112942911684513,0.7701863354037267,0.7577639751552795,0.5403726708074534,0.5808575179091505,0.002650774663960901
|
| 99 |
+
PIP4P2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,1.0,NaN,NaN,0.2256065011024475,0.003398708300665021,0.0407540500164032,0.001566275954246521,0.02898874692618847,0.8571428571428572,0.8260869565217391,0.7701863354037267,0.5808575179091505,0.002650774663960901
|
| 100 |
+
PLD3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.6,-0.3,0.0,5.0,0.0,0.002629661328807995,0.3912280701754386,0.07398206740617752,0.008143797516822815,0.06443706154823303,0.006202906835824251,0.05702947825193405,0.0496894409937888,0.0496894409937888,0.5962732919254659,0.5808575179091505,0.002650774663960901
|
| 101 |
+
PMPCA,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,18.0,NaN,NaN,0.02704642154276371,0.004053909331560135,0.04493389278650284,0.002313849050551653,0.03521542623639107,0.5279503105590062,0.5465838509316769,0.5031055900621118,0.5808575179091505,0.002650774663960901
|
| 102 |
+
POLG,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.05209812521934509,0.003608749946579337,0.04152638837695122,0.0019000747706741095,0.031714849174022675,0.68944099378882,0.6459627329192547,0.1366459627329193,0.5808575179091505,0.002650774663960901
|
| 103 |
+
PON2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,1.0,NaN,NaN,-0.0037490553222596645,0.003516930853947997,0.039772920310497284,0.001426061149686575,0.027537468820810318,0.9565217391304348,0.937888198757764,0.5279503105590062,0.5808575179091505,0.002650774663960901
|
| 104 |
+
POU4F1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.037064895033836365,0.00474968645721674,0.04929965361952782,0.0029403057415038347,0.04033660143613815,0.31677018633540377,0.3354037267080745,0.6335403726708074,0.5808575179091505,0.002650774663960901
|
| 105 |
+
PPP1R37,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.10105451941490173,0.0036320227663964033,0.04101834446191788,0.0016103105153888464,0.030098197981715202,0.7888198757763976,0.8198757763975155,0.3354037267080745,0.5808575179091505,0.002650774663960901
|
| 106 |
+
PPP2R2B,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.05439671874046326,0.004581260494887829,0.048300936818122864,0.0028756498359143734,0.03879546374082565,0.3850931677018633,0.36024844720496896,0.1428571428571429,0.5808575179091505,0.002650774663960901
|
| 107 |
+
PRNP,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.06972493976354599,0.0045770034193992615,0.04688362777233124,0.002761655719950795,0.03832932189106941,0.31677018633540377,0.30434782608695654,0.006211180124223614,0.5808575179091505,0.002650774663960901
|
| 108 |
+
PRRC2C,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.001199040767386091,0.5832916458229114,0.09328654408454895,0.004936328157782555,0.05043346434831619,0.003289050655439496,0.04212205484509468,0.26708074534161486,0.31677018633540377,0.9627329192546584,0.5808575179091505,0.002650774663960901
|
| 109 |
+
PSAP,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.002849002849002849,0.824912456228114,-0.005408420693129301,0.0035590871702879667,0.040886495262384415,0.0019182312535122037,0.03169579803943634,0.6645962732919255,0.6211180124223603,0.2981366459627329,0.5808575179091505,0.002650774663960901
|
| 110 |
+
PSMF1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.059040676802396774,0.004047425463795662,0.046144384890794754,0.0025948386173695326,0.038198668509721756,0.3850931677018633,0.4285714285714286,0.422360248447205,0.5808575179091505,0.002650774663960901
|
| 111 |
+
PVR,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.07528679817914963,0.0035357812885195017,0.04199117422103882,0.0016149317380040884,0.029972894117236137,0.7701863354037267,0.7950310559006211,0.5962732919254659,0.5808575179091505,0.002650774663960901
|
| 112 |
+
RAB10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.038880594074726105,0.004844721872359514,0.04966748133301735,0.0031763201113790274,0.04177314043045044,0.1863354037267081,0.20496894409937894,0.22981366459627328,0.5808575179091505,0.002650774663960901
|
| 113 |
+
RAB7A,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.10397273302078247,0.004174406174570322,0.044603899121284485,0.0022043457720428705,0.03433334082365036,0.5093167701863355,0.5031055900621118,0.7888198757763976,0.5808575179091505,0.002650774663960901
|
| 114 |
+
RBM17,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.003296957816928625,0.00392842385917902,0.04432346671819687,0.00223579746671021,0.0349014513194561,0.5217391304347826,0.5279503105590062,0.26086956521739135,0.5808575179091505,0.002650774663960901
|
| 115 |
+
REEP2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.06161385774612427,0.007171224802732468,0.06298629939556122,0.005482453387230635,0.055437881499528885,0.09316770186335399,0.1428571428571429,0.8074534161490683,0.5808575179091505,0.002650774663960901
|
| 116 |
+
RELN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.04145227372646332,0.0032168040052056313,0.03894822672009468,0.0015105302445590496,0.02883843146264553,0.9440993788819876,0.9316770186335404,0.670807453416149,0.5808575179091505,0.002650774663960901
|
| 117 |
+
RFC3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,6.0,0.0014792899408284023,0.6623311655827914,0.03893137350678444,0.0036470035556703806,0.04146653413772583,0.001775791053660214,0.03107464499771595,0.7888198757763976,0.8012422360248448,0.5093167701863355,0.5808575179091505,0.002650774663960901
|
| 118 |
+
RGS2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.007570357993245125,0.0032993797212839127,0.04044052213430405,0.0016344226896762848,0.02981230430305004,0.8198757763975155,0.8136645962732919,0.1925465838509317,0.5808575179091505,0.002650774663960901
|
| 119 |
+
RHOT1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.001736111111111111,0.7126063031515758,0.08406218886375427,0.008527294732630253,0.06590431928634644,0.00713709183037281,0.06033390015363693,0.018633540372670843,0.018633540372670843,0.7391304347826086,0.5808575179091505,0.002650774663960901
|
| 120 |
+
RIMBP2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.10947573930025101,0.0044670868664979935,0.047391120344400406,0.0024623458739370108,0.037025336176157,0.44099378881987583,0.45962732919254656,0.6770186335403727,0.5808575179091505,0.002650774663960901
|
| 121 |
+
RPL14,0.0,0.0,0.0,0.0,0.0,0.011494252873563218,0.02,0.011494252873563218,0.011494252873563218,0.011494252873563218,0.07689174855300383,1.0,NaN,1.0,1.0,87.0,0.047619047619047616,0.9899949974987493,0.07525944709777832,0.007871460169553757,0.06338733434677124,0.00623909430578351,0.056880492717027664,0.06832298136645965,0.08074534161490687,0.6149068322981366,0.5808575179091505,0.002650774663960901
|
| 122 |
+
RPL6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,261.0,0.0005592841163310962,0.10605302651325665,0.10618383437395096,0.005838045384734869,0.05282881483435631,0.003954626154154539,0.044631194323301315,0.3354037267080745,0.31677018633540377,0.9254658385093167,0.5808575179091505,0.002650774663960901
|
| 123 |
+
SASH1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.030241554602980614,0.0029852157458662987,0.03826229274272919,0.0013773065293207765,0.0275042112916708,0.9627329192546584,0.9627329192546584,0.6149068322981366,0.5808575179091505,0.002650774663960901
|
| 124 |
+
SCAPER,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.0006349206349206349,0.2133566783391696,0.1163664236664772,0.004009135067462921,0.043748579919338226,0.002093927701935172,0.033127106726169586,0.5962732919254659,0.5652173913043479,0.68944099378882,0.5808575179091505,0.002650774663960901
|
| 125 |
+
SCFD1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,3.0,NaN,NaN,0.005416903179138899,0.004329640883952379,0.04683380946516991,0.0026958142407238483,0.037964727729558945,0.39751552795031053,0.3913043478260869,0.5465838509316769,0.5808575179091505,0.002650774663960901
|
| 126 |
+
SEC24B,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,1.0,0.0006882312456985547,0.27388694347173587,-0.09152694791555405,0.003594093257561326,0.04199189320206642,0.0021007941104471684,0.03331233933568001,0.6335403726708074,0.639751552795031,0.0993788819875776,0.5808575179091505,0.002650774663960901
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| 127 |
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SERAC1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.06099569797515869,0.003154437057673931,0.039031997323036194,0.0015989799285307527,0.02951676957309246,0.8819875776397516,0.8881987577639752,0.7639751552795031,0.5808575179091505,0.002650774663960901
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| 128 |
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SETX,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.0009372071227741331,0.4672336168084042,0.0287847351282835,0.00446271849796176,0.046730782836675644,0.0027832617051899433,0.03913715481758118,0.31677018633540377,0.35403726708074534,0.422360248447205,0.5808575179091505,0.002650774663960901
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| 129 |
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SLC4A1AP,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.05066455528140068,0.004376634955406189,0.04712115600705147,0.002863609232008457,0.039204832166433334,0.4285714285714286,0.4285714285714286,0.515527950310559,0.5808575179091505,0.002650774663960901
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| 130 |
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SLMAP,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.0024390243902439024,0.795647823911956,-0.047965969890356064,0.00328568322584033,0.03981004282832146,0.0014717195881530643,0.028431979939341545,0.937888198757764,0.9440993788819876,0.06832298136645965,0.5808575179091505,0.002650774663960901
|
| 131 |
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SNCB,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,1.0,NaN,NaN,-0.007055555935949087,0.0028665370773524046,0.036021534353494644,0.0011267949594184756,0.0252195093780756,0.9937888198757764,0.9937888198757764,0.8509316770186335,0.5808575179091505,0.002650774663960901
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| 132 |
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SOD1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,7.0,NaN,NaN,-0.16987410187721252,0.005506615620106459,0.05229572579264641,0.0037098622415214777,0.04379177466034889,0.3726708074534162,0.35403726708074534,0.4347826086956522,0.5808575179091505,0.002650774663960901
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| 133 |
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SOD2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.06493525207042694,0.0036603608168661594,0.04244574159383774,0.002024731133133173,0.03324999660253525,0.68944099378882,0.7204968944099379,0.5962732919254659,0.5808575179091505,0.002650774663960901
|
| 134 |
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SPG7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,-0.5,0.0,3.0,0.0,0.0034510579351334078,0.5142714071106659,0.0705379769206047,0.006981576792895794,0.05896376445889473,0.005090191029012203,0.050813231617212296,0.06832298136645965,0.06211180124223603,0.9565217391304348,0.5808575179091505,0.002650774663960901
|
| 135 |
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SYNJ1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,1.0,NaN,NaN,0.044409435242414474,0.003407843178138137,0.04023654758930206,0.0018043818417936563,0.0313006192445755,0.7018633540372671,0.6956521739130435,0.45962732919254656,0.5808575179091505,0.002650774663960901
|
| 136 |
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TAF1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,1.0,0.0,2.0,427.0,0.0014624660285479745,0.49774774774774777,0.22266274690628052,0.003381350077688694,0.03900185972452164,0.0017615692922845483,0.030038531869649887,0.9875776397515528,0.9875776397515528,0.7763975155279503,0.5808575179091505,0.002650774663960901
|
| 137 |
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TDP2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,1.0,NaN,NaN,-0.180579274892807,0.0046196915209293365,0.046685341745615005,0.0029035182669758797,0.038295380771160126,0.4720496894409938,0.45341614906832295,0.17391304347826086,0.5808575179091505,0.002650774663960901
|
| 138 |
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TFAM,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.08724140375852585,0.005459191277623177,0.05210980027914047,0.0037218653596937656,0.0441063791513443,0.20496894409937894,0.18012422360248448,0.07453416149068326,0.5808575179091505,0.002650774663960901
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| 139 |
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THAP1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.0488746240735054,0.004108072724193335,0.04500463977456093,0.00232039880938828,0.03554362431168556,0.5590062111801242,0.5527950310559007,0.30434782608695654,0.5808575179091505,0.002650774663960901
|
| 140 |
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TLCD3B,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.0005078720162519045,0.01600800400200103,-0.08697718381881714,0.005549164954572916,0.05104852840304375,0.003298492170870304,0.04038073495030403,0.26708074534161486,0.19875776397515532,0.27329192546583847,0.5808575179091505,0.002650774663960901
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| 141 |
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TOP1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.5,0.8285714285714286,0.0,6.0,0.0,0.0053398544102823756,0.5499414911400868,0.22914806008338928,0.007846345193684101,0.06316039711236954,0.006306956522166729,0.0570579469203949,0.03105590062111796,0.024844720496894457,0.9440993788819876,0.5808575179091505,0.002650774663960901
|
| 142 |
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TRAP1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.050348713994026184,0.004660863894969225,0.047976866364479065,0.002952453214675188,0.039410583674907684,0.31677018633540377,0.30434782608695654,0.6583850931677019,0.5808575179091505,0.002650774663960901
|
| 143 |
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TRIM26,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.06248108670115471,0.0031930541153997183,0.039105914533138275,0.001734159654006362,0.03031894937157631,0.7950310559006211,0.7763975155279503,0.17391304347826086,0.5808575179091505,0.002650774663960901
|
| 144 |
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TRIP4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.007936507936507936,0.9374687343671836,-0.11793003231287003,0.003951919265091419,0.04405489191412926,0.0022948142141103745,0.03499729186296463,0.7018633540372671,0.68944099378882,0.5714285714285714,0.5808575179091505,0.002650774663960901
|
| 145 |
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TRPM7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.0006596306068601583,0.24212106053026516,0.009600866585969925,0.003268931293860078,0.039423681795597076,0.0016302630538120866,0.029912879690527916,0.8509316770186335,0.8509316770186335,0.8074534161490683,0.5808575179091505,0.002650774663960901
|
| 146 |
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TUBB4A,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.22116996347904205,0.0037842716556042433,0.04256363585591316,0.001772777526639402,0.03153136745095253,0.6521739130434783,0.6832298136645962,0.6521739130434783,0.5808575179091505,0.002650774663960901
|
| 147 |
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UBA5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,-1.0,0.0,2.0,0.0,0.0014774957785834899,0.5065065065065065,0.06879756599664688,0.003563494421541691,0.04079333692789078,0.0017676649149507284,0.030808934941887856,0.7639751552795031,0.7453416149068324,0.6770186335403727,0.5808575179091505,0.002650774663960901
|
| 148 |
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UBTD2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.10794785618782043,0.005705900024622679,0.05392174795269966,0.004126908723264933,0.04616410657763481,0.13043478260869568,0.11801242236024845,0.9751552795031055,0.5808575179091505,0.002650774663960901
|
| 149 |
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VAPB,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.0029154518950437317,0.8289144572286143,-0.16361437737941742,0.006634202320128679,0.05867541581392288,0.005184943322092295,0.05235368013381958,0.10559006211180122,0.13043478260869568,0.2857142857142857,0.5808575179091505,0.002650774663960901
|
| 150 |
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VCP,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,-0.1107807531952858,0.006356041878461838,0.05679028108716011,0.004977132193744183,0.05112331360578537,0.10559006211180122,0.0993788819875776,0.09316770186335399,0.5808575179091505,0.002650774663960901
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| 151 |
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VPS13A,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,1.0,0.0006802721088435374,0.2653826913456728,-0.008457289077341557,0.0042628031224012375,0.04678337275981903,0.0026369381230324507,0.037637971341609955,0.5279503105590062,0.5403726708074534,0.8260869565217391,0.5808575179091505,0.002650774663960901
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| 152 |
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VPS13C,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.0020491803278688526,0.7563781890945472,-0.03956158831715584,0.005068030674010515,0.050701506435871124,0.0036020136903971434,0.044020820409059525,0.21739130434782605,0.21118012422360244,0.26086956521739135,0.5808575179091505,0.002650774663960901
|
| 153 |
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VPS35,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.029458895325660706,0.0045125666074454784,0.047347601503133774,0.0026661702431738377,0.03798418864607811,0.3850931677018633,0.3850931677018633,0.39751552795031053,0.5808575179091505,0.002650774663960901
|
| 154 |
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VPS54,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,10.0,0.003048780487804878,0.8364182091045522,0.04893949627876282,0.003430780954658985,0.04041963070631027,0.0015305442502722144,0.02927347458899021,0.8571428571428572,0.8881987577639752,0.5465838509316769,0.5808575179091505,0.002650774663960901
|
| 155 |
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WDR45,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,0.0,NaN,NaN,0.000019535291357897222,0.003082126611843705,0.0384141243994236,0.001417902996763587,0.028094977140426636,0.9503105590062112,0.9503105590062112,0.36024844720496896,0.5808575179091505,0.002650774663960901
|
| 156 |
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WWOX,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,1.0,NaN,0.0,1.0,0.0,0.0014903129657228018,0.6648324162081041,-0.02490471862256527,0.003968935925513506,0.04498092830181122,0.002251062775030732,0.035327088087797165,0.515527950310559,0.5527950310559007,0.13043478260869568,0.5808575179091505,0.002650774663960901
|
| 157 |
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XIAP,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,1.0,NaN,NaN,-0.11630252748727798,0.005368472076952457,0.05219718813896179,0.0036726566031575203,0.044432274997234344,0.26086956521739135,0.2919254658385093,0.3913043478260869,0.5808575179091505,0.002650774663960901
|
| 158 |
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XRCC1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,,,,0.0,2.0,NaN,NaN,0.009969090111553669,0.00335602811537683,0.039431069046258926,0.0014131924835965037,0.028163734823465347,0.9130434782608696,0.9254658385093167,0.08695652173913049,0.5808575179091505,0.002650774663960901
|
| 159 |
+
YARS1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.6666666666666666,-0.5,0.0,3.0,18.0,0.008120677103098464,0.7928559505925554,0.17369550466537476,0.005760206375271082,0.05403643101453781,0.0037966060917824507,0.04505407065153122,0.1428571428571429,0.1428571428571429,0.8260869565217391,0.5808575179091505,0.002650774663960901
|
| 160 |
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ZNF292,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.0006591957811470006,0.24162081040520256,-0.05514175817370415,0.004212542437016964,0.04462949186563492,0.0026739416643977165,0.03666704520583153,0.5403726708074534,0.4782608695652174,0.4161490683229814,0.5808575179091505,0.002650774663960901
|
| 161 |
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ZNF592,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.0018018018018018018,0.7228614307153577,-0.00799800269305706,0.0034011935349553823,0.04048500955104828,0.0017581663560122252,0.03160342946648598,0.7018633540372671,0.7701863354037267,0.19875776397515532,0.5808575179091505,0.002650774663960901
|
| 162 |
+
ZNF599,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07689174855300383,0.0,NaN,0.0,1.0,0.0,0.002352941176470588,0.788144072036018,-0.02298630215227604,0.0034036969300359488,0.04028639942407608,0.0017293822020292282,0.030492015182971954,0.8385093167701864,0.8322981366459627,0.21739130434782605,0.5808575179091505,0.002650774663960901
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA524331_agg_results.csv
ADDED
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@@ -0,0 +1,10 @@
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|
| 1 |
+
statistic , overlap_at_N , overlap_at_50 , overlap_at_100 , overlap_at_200 , overlap_at_500 , precision_at_N , precision_at_50 , precision_at_100 , precision_at_200 , precision_at_500 , de_spearman_sig , de_direction_match , de_spearman_lfc_sig , de_sig_genes_recall , de_nsig_counts_real, de_nsig_counts_pred, pr_auc , roc_auc , pearson_delta , mse , mae , mse_delta , mae_delta , discrimination_score_l1, discrimination_score_l2, discrimination_score_cosine, pearson_edistance , clustering_agreement
|
| 2 |
+
count , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0 , 42.0
|
| 3 |
+
null_count, 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0
|
| 4 |
+
mean , 0.05703941709706592, 0.041551551551551553, 0.042295415530709646, 0.048426167471960296, 0.05502140556719838, 0.04655360065901851 , 0.04095238095238095, 0.04095238095238095, 0.0487618595825427, 0.0539250019429819 , 0.20400066972743955 , 0.5632346848393102 , NaN , 0.4018950772954086 , 86.5 , 772.2857142857143 , 0.052537777542941665 , 0.4939879849923872 , 0.09494400992878668 , 0.003221254612851356 , 0.0363509590249686 , 0.0018873643642845785, 0.0267287420020217 , 0.6082766439909295 , 0.615079365079365 , 0.7188208616780043 , 0.9125923775816716 , 0.24447024809246487
|
| 5 |
+
std , 0.14192785261241575, 0.10207042038802236 , 0.10172579020498866 , 0.11497853060654195 , 0.13578575168491855, 0.10421458597689495 , 0.10111113238290716, 0.10108700729061716, 0.1145770070031385, 0.13421519672828452, 5.618403823820216e-17, 0.23095781237424512, NaN , 0.26870132635272176, 195.26670316736968, 428.87369712261875, 0.1080318000382431 , 0.11641251848692152 , 0.2328246321659872 , 0.0011701739095519286, 0.005536264704834745, 0.0012321429250137246, 0.00718019634909199 , 0.28407399755396295, 0.27905106106471156, 0.22373896725822603, 1.1236807647640433e-16, 2.809201911910108e-17
|
| 6 |
+
min , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.2040006697274395 , 0.0 , -0.869606448553817 , 0.0 , 1.0 , 20.0 , 0.0005310674455655868, 0.058529264632316114, -0.18503005802631378, 0.002119336510077119 , 0.03002876229584217 , 0.0006204531528055668, 0.017555126920342445, 0.11904761904761907, 0.11904761904761907, 0.23809523809523814, 0.9125923775816713 , 0.24447024809246484
|
| 7 |
+
25% , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0029702970297029703, 0.0 , 0.0 , 0.0 , 0.002 , 0.2040006697274395 , 0.4 , -0.19047619047619047, 0.22058823529411764, 7.0 , 566.0 , 0.004748581445973548 , 0.4245614035087719 , -0.04214724525809288, 0.0024056746624410152, 0.03194696828722954 , 0.0010359784355387092, 0.021110691130161285, 0.38095238095238093, 0.3571428571428571 , 0.5952380952380952 , 0.9125923775816713 , 0.24447024809246484
|
| 8 |
+
50% , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.005488474204171241 , 0.0 , 0.0 , 0.005 , 0.004 , 0.2040006697274395 , 0.6 , 0.10573122529644269 , 0.3783783783783784 , 11.0 , 770.0 , 0.007670887857117628 , 0.5179856115107914 , 0.04045499861240387 , 0.0027461647987365723, 0.034936968237161636, 0.001352556748315692 , 0.024272380396723747, 0.6190476190476191 , 0.6904761904761905 , 0.7619047619047619 , 0.9125923775816713 , 0.24447024809246484
|
| 9 |
+
75% , 0.05405405405405406, 0.04 , 0.04 , 0.05405405405405406 , 0.05405405405405406, 0.03642384105960265 , 0.04 , 0.04 , 0.035 , 0.032 , 0.2040006697274395 , 0.6666666666666666 , 0.5 , 0.6 , 55.0 , 1010.0 , 0.05549709495409121 , 0.5729804871610373 , 0.1435791701078415 , 0.003898914437741041 , 0.03956996276974678 , 0.0027025623712688684, 0.03401576355099678 , 0.8809523809523809 , 0.8809523809523809 , 0.9047619047619048 , 0.9125923775816713 , 0.24447024809246484
|
| 10 |
+
max , 0.6140583554376657 , 0.46 , 0.46 , 0.555 , 0.594 , 0.41019955654101997 , 0.46 , 0.46 , 0.555 , 0.594 , 0.2040006697274395 , 1.0 , 0.8703887840700717 , 0.9475032010243278 , 781.0 , 1804.0 , 0.4320306756217275 , 0.7362850701402806 , 0.888238251209259 , 0.007855563424527645 , 0.05187183618545532 , 0.006859825924038887 , 0.04787583649158478 , 1.0 , 1.0 , 1.0 , 0.9125923775816713 , 0.24447024809246484
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA524331_pred_de.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA524331_real_de.csv
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:c5f64d443ef3b5c1a7b0140a5f1525a7d35044e3754391e9e9a0587819d329ef
|
| 3 |
+
size 11072352
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA524331_results.csv
ADDED
|
@@ -0,0 +1,43 @@
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|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
| 1 |
+
perturbation,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine,pearson_edistance,clustering_agreement
|
| 2 |
+
ARNT,0.0,0.0,0.0,0.0,0.0,0.00663716814159292,0.02,0.01,0.005,0.00663716814159292,0.2040006697274395,0.5714285714285714,-0.5357142857142857,0.42857142857142855,7.0,452.0,0.005896441390703024,0.5728621604186079,-0.06414064019918442,0.002119336510077119,0.030077194795012474,0.0006701791426166892,0.017555126920342445,0.9285714285714286,0.9047619047619048,0.4285714285714286,0.9125923775816713,0.24447024809246484
|
| 3 |
+
ATF3,0.0,0.0,0.0,0.0,0.0,0.0029702970297029703,0.02,0.01,0.005,0.002,0.2040006697274395,0.6666666666666666,0.44755244755244755,0.25,12.0,1010.0,0.004812569611915623,0.3174044265593561,0.03670615330338478,0.0027384476270526648,0.03429865092039108,0.0013188162120059133,0.02411341294646263,0.5714285714285714,0.5,0.9761904761904762,0.9125923775816713,0.24447024809246484
|
| 4 |
+
ATF7,0.0,0.0,0.0,0.0,0.0,0.003683241252302026,0.0,0.0,0.0,0.004,0.2040006697274395,0.42857142857142855,0.07142857142857142,0.5714285714285714,7.0,1086.0,0.0032172209737400944,0.40911045803168233,-0.04214724525809288,0.002583437832072377,0.03334357589483261,0.0017345030792057514,0.02559192292392254,0.8571428571428572,0.7380952380952381,0.5952380952380952,0.9125923775816713,0.24447024809246484
|
| 5 |
+
CREB3,0.0,0.0,0.0,0.0,0.0,0.0029585798816568047,0.0,0.0,0.0,0.004,0.2040006697274395,0.6363636363636364,-0.11818181818181818,0.18181818181818182,11.0,676.0,0.006999207547423442,0.4489693313222725,0.13029661774635315,0.0024292597081512213,0.03108306974172592,0.0010359784355387092,0.0205388143658638,0.7857142857142857,0.6666666666666667,0.9285714285714286,0.9125923775816713,0.24447024809246484
|
| 6 |
+
CTCF,0.0,0.0,0.0,0.0,0.0,0.009404388714733543,0.0,0.0,0.0,0.009404388714733543,0.2040006697274395,0.5217391304347826,0.10573122529644269,0.13043478260869565,23.0,319.0,0.013312027036702177,0.42115854060829977,-0.06847602874040604,0.003912548068910837,0.040046919137239456,0.002884183544665575,0.03401576355099678,0.2142857142857143,0.23809523809523814,0.4285714285714286,0.9125923775816713,0.24447024809246484
|
| 7 |
+
E2F6,0.0,0.0,0.0,0.0,0.0,0.005084745762711864,0.0,0.0,0.0,0.006,0.2040006697274395,0.6,-0.1,0.6,5.0,590.0,0.012595784270162187,0.6169423558897243,0.023893462494015694,0.0022891974076628685,0.03153443709015846,0.0009592969436198473,0.022226201370358467,0.5714285714285714,0.6666666666666667,0.7380952380952381,0.9125923775816713,0.24447024809246484
|
| 8 |
+
ELF3,0.08823529411764706,0.08,0.08823529411764706,0.08823529411764706,0.08823529411764706,0.08064516129032258,0.08,0.08,0.08064516129032258,0.08064516129032258,0.2040006697274395,0.38235294117647056,-0.30889033095392604,0.22058823529411764,68.0,186.0,0.05943803972489846,0.5834741505297771,-0.1204494908452034,0.0028436656575649977,0.034936968237161636,0.0017390894936397672,0.025438496842980385,0.40476190476190477,0.3571428571428571,0.23809523809523814,0.9125923775816713,0.24447024809246484
|
| 9 |
+
ESRRA,0.0,0.0,0.0,0.0,0.0,0.0041841004184100415,0.0,0.0,0.0,0.002,0.2040006697274395,0.6,0.17575757575757575,0.3,10.0,717.0,0.005346617453861708,0.4390954773869347,0.1435791701078415,0.0024031864013522863,0.03174622356891632,0.0008764434605836868,0.01996837556362152,0.8809523809523809,0.8809523809523809,0.9047619047619048,0.9125923775816713,0.24447024809246484
|
| 10 |
+
ETV5,0.0,0.0,0.0,0.0,0.0,0.003896103896103896,0.0,0.0,0.0,0.002,0.2040006697274395,0.6,0.6,0.6,5.0,770.0,0.0027580347174994925,0.4245614035087719,0.09342011064291,0.002640125807374716,0.03477250784635544,0.0013234899379312992,0.02509685605764389,0.6190476190476191,0.7857142857142857,0.8571428571428572,0.9125923775816713,0.24447024809246484
|
| 11 |
+
FOXA2,0.007874015748031496,0.0,0.0,0.007874015748031496,0.007874015748031496,0.0513675783855904,0.0,0.0,0.01,0.032,0.2040006697274395,0.5984251968503937,0.07836520434945632,0.6062992125984252,127.0,1499.0,0.05048305393413678,0.40462057165438414,0.11988449841737747,0.004069106187671423,0.03956996276974678,0.0032243195455521345,0.035835884511470795,0.23809523809523814,0.1428571428571429,0.7619047619047619,0.9125923775816713,0.24447024809246484
|
| 12 |
+
FOXA3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2040006697274395,0.0,NaN,0.0,1.0,1015.0,0.0005310674455655868,0.058529264632316114,0.02808268927037716,0.002121563535183668,0.03002876229584217,0.0007326640770770609,0.019190097227692604,1.0,1.0,0.8333333333333334,0.9125923775816713,0.24447024809246484
|
| 13 |
+
FOXH1,0.6140583554376657,0.46,0.46,0.555,0.594,0.4085155350978136,0.46,0.46,0.555,0.594,0.2040006697274395,0.9244031830238727,0.8703887840700717,0.9416445623342176,754.0,1738.0,0.4320306756217275,0.5729804871610373,0.888238251209259,0.004898711107671261,0.04186408221721649,0.0034186113625764847,0.0343460887670517,1.0,1.0,1.0,0.9125923775816713,0.24447024809246484
|
| 14 |
+
FOXJ3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2040006697274395,0.6,0.4,0.0,5.0,192.0,0.0024179161757681127,0.4086215538847117,-0.049052007496356964,0.0022164888214319944,0.031360842287540436,0.0006204531528055668,0.017738869413733482,0.8333333333333334,0.9047619047619048,0.3571428571428571,0.9125923775816713,0.24447024809246484
|
| 15 |
+
FOXM1,0.0,0.0,0.0,0.0,0.0,0.0035046728971962616,0.0,0.0,0.0,0.006,0.2040006697274395,0.25,-0.6428571428571429,0.375,8.0,856.0,0.007376066999932495,0.5287399598393574,0.19699621200561523,0.0027118187863379717,0.034631431102752686,0.0011137856636196375,0.02397703006863594,0.5952380952380952,0.6904761904761905,0.9285714285714286,0.9125923775816713,0.24447024809246484
|
| 16 |
+
FOXQ1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2040006697274395,0.36363636363636365,-0.14545454545454545,0.0,11.0,257.0,0.006474089867287402,0.5439462498286027,-0.11863759905099869,0.002479968126863241,0.032604508101940155,0.0013454509899020195,0.02228696271777153,0.5476190476190477,0.45238095238095233,0.23809523809523814,0.9125923775816713,0.24447024809246484
|
| 17 |
+
GATA4,0.0,0.0,0.0,0.0,0.0,0.007067137809187279,0.0,0.0,0.015,0.008,0.2040006697274395,0.9375,0.5,0.25,16.0,566.0,0.007670887857117628,0.44156376008064513,0.21518732607364655,0.002730580046772957,0.035099368542432785,0.0010414524003863335,0.022776275873184204,0.5476190476190477,0.6904761904761905,0.9761904761904762,0.9125923775816713,0.24447024809246484
|
| 18 |
+
GATA6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2040006697274395,0.3181818181818182,-0.23997741389045738,0.0,22.0,20.0,0.015518171830075044,0.5436850813493888,-0.06681903451681137,0.003898914437741041,0.043289534747600555,0.0029455027543008327,0.03530377894639969,0.1428571428571429,0.16666666666666663,0.3571428571428571,0.9125923775816713,0.24447024809246484
|
| 19 |
+
GSC,0.05405405405405406,0.04,0.05,0.05405405405405406,0.05405405405405406,0.06746031746031746,0.04,0.05,0.08,0.06746031746031746,0.2040006697274395,0.6666666666666666,0.279001404001404,0.15315315315315314,111.0,252.0,0.056096408504269335,0.4701233790699116,0.1985289305448532,0.0029707946814596653,0.03592810034751892,0.0018573462730273604,0.026086440309882164,0.3571428571428571,0.33333333333333337,0.8809523809523809,0.9125923775816713,0.24447024809246484
|
| 20 |
+
HBP1,0.0,0.0,0.0,0.0,0.0,0.002642007926023778,0.0,0.0,0.0,0.0,0.2040006697274395,1.0,0.5,0.6666666666666666,3.0,757.0,0.0029822368507842695,0.6402937739943247,-0.056857071816921234,0.0022172012832015753,0.030913500115275383,0.0010715522803366184,0.02122940868139267,0.8809523809523809,0.9285714285714286,0.5952380952380952,0.9125923775816713,0.24447024809246484
|
| 21 |
+
HMBOX1,0.0,0.0,0.0,0.0,0.0,0.0054585152838427945,0.0,0.0,0.005,0.004,0.2040006697274395,0.14285714285714285,-0.8571428571428571,0.7142857142857143,7.0,916.0,0.0073897051668144215,0.6220701025016128,-0.027519775554537773,0.002942055696621537,0.03510686382651329,0.0012863731244578958,0.023993397131562233,0.6904761904761905,0.7857142857142857,0.45238095238095233,0.9125923775816713,0.24447024809246484
|
| 22 |
+
HSF2,0.0,0.0,0.0,0.0,0.0,0.006809338521400778,0.0,0.0,0.005,0.004,0.2040006697274395,0.8888888888888888,0.31666666666666665,0.7777777777777778,9.0,1028.0,0.014717065192843274,0.6056699592611194,0.08080978691577911,0.0023321404587477446,0.03159412741661072,0.0009481110027991235,0.020293686538934708,0.9761904761904762,0.9523809523809523,0.8571428571428572,0.9125923775816713,0.24447024809246484
|
| 23 |
+
JUND,0.0,0.0,0.0,0.0,0.0,0.002890173410404624,0.0,0.0,0.005,0.004,0.2040006697274395,0.5,0.05454545454545454,0.3,10.0,1038.0,0.008253670939424208,0.4989447236180905,0.008967168629169464,0.002251262776553631,0.030572760850191116,0.001049550948664546,0.02115827612578869,0.9523809523809523,0.8809523809523809,0.7380952380952381,0.9125923775816713,0.24447024809246484
|
| 24 |
+
MAX,0.05714285714285714,0.06,0.04,0.05714285714285714,0.05714285714285714,0.0685805422647528,0.06,0.04,0.07,0.076,0.2040006697274395,0.5857142857142857,0.17537337910826353,0.6142857142857143,140.0,1254.0,0.08607297320755666,0.4955837173579109,0.05315793305635452,0.004946544300764799,0.04460184648633003,0.003992659505456686,0.03835706040263176,0.2857142857142857,0.3571428571428571,0.7380952380952381,0.9125923775816713,0.24447024809246484
|
| 25 |
+
MIXL1,0.12435233160621761,0.1,0.11,0.12435233160621761,0.12435233160621761,0.10159924741298212,0.1,0.11,0.125,0.102,0.2040006697274395,0.689119170984456,0.5003138187062657,0.5595854922279793,193.0,1063.0,0.09725263336809468,0.5179856115107914,0.15408331155776978,0.0035457920748740435,0.0370042659342289,0.002722442150115967,0.028243178501725197,0.38095238095238093,0.2857142857142857,0.9285714285714286,0.9125923775816713,0.24447024809246484
|
| 26 |
+
MLXIP,0.0,0.0,0.0,0.0,0.0,0.0022935779816513763,0.0,0.0,0.0,0.004,0.2040006697274395,0.75,0.6904761904761905,0.25,8.0,872.0,0.004193835644710967,0.4496109437751004,0.02416978031396866,0.002199069829657674,0.030557414516806602,0.00087514310143888,0.019599582999944687,0.9285714285714286,0.9285714285714286,0.7857142857142857,0.9125923775816713,0.24447024809246484
|
| 27 |
+
MNT,0.0,0.0,0.0,0.0,0.0,0.0055248618784530384,0.0,0.0,0.005,0.006,0.2040006697274395,0.3870967741935484,-0.01653225806451613,0.16129032258064516,31.0,905.0,0.010736264825591046,0.30966267468339914,-0.07942452281713486,0.0034356797114014626,0.03797479346394539,0.001986520830541849,0.029576515778899193,0.38095238095238093,0.40476190476190477,0.5952380952380952,0.9125923775816713,0.24447024809246484
|
| 28 |
+
NFYB,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2040006697274395,0.375,-0.5714285714285714,0.0,8.0,91.0,0.003370778801823613,0.3605045180722891,-0.017050912603735924,0.004182823933660984,0.044882290065288544,0.0026583117432892323,0.03575124964118004,0.16666666666666663,0.30952380952380953,0.6428571428571428,0.9125923775816713,0.24447024809246484
|
| 29 |
+
OTX2,0.1111111111111111,0.1111111111111111,0.1111111111111111,0.1111111111111111,0.1111111111111111,0.0014641288433382138,0.02,0.01,0.005,0.002,0.2040006697274395,0.6666666666666666,-0.06666666666666667,0.1111111111111111,9.0,683.0,0.0036614409880921135,0.36190635638149454,-0.006506914738565683,0.004643482621759176,0.04665081202983856,0.0031467974185943604,0.039081014692783356,0.1428571428571429,0.19047619047619047,0.8571428571428572,0.9125923775816713,0.24447024809246484
|
| 30 |
+
PBX2,0.0,0.0,0.0,0.0,0.0,0.007352941176470588,0.0,0.01,0.007352941176470588,0.007352941176470588,0.2040006697274395,0.5,0.4,0.25,4.0,136.0,0.00483834214780973,0.46129759519038077,0.07701589912176132,0.0027461647987365723,0.03519630432128906,0.0007904731901362538,0.019630244001746178,0.6904761904761905,0.7142857142857143,0.7619047619047619,0.9125923775816713,0.24447024809246484
|
| 31 |
+
RARA,0.0,0.0,0.0,0.0,0.0,0.003076923076923077,0.0,0.0,0.01,0.004,0.2040006697274395,0.75,0.8,0.5,4.0,650.0,0.003689624893683567,0.6069639278557114,0.15624353289604187,0.0023404895327985287,0.03222612664103508,0.0008359000203199685,0.01942850463092327,1.0,1.0,0.9523809523809523,0.9125923775816713,0.24447024809246484
|
| 32 |
+
SMAD2,0.5710627400768246,0.46,0.45,0.435,0.562,0.41019955654101997,0.46,0.45,0.435,0.562,0.2040006697274395,0.9257362355953905,0.8441086919996181,0.9475032010243278,781.0,1804.0,0.4230421354857829,0.5307581937294585,0.879814088344574,0.00551246851682663,0.047139786183834076,0.003468850627541542,0.036677274852991104,1.0,1.0,1.0,0.9125923775816713,0.24447024809246484
|
| 33 |
+
SMAD4,0.14906832298136646,0.14,0.12,0.14906832298136646,0.14906832298136646,0.12521440823327615,0.14,0.12,0.165,0.128,0.2040006697274395,0.6645962732919255,0.4913474810213941,0.453416149068323,161.0,583.0,0.1694015942581554,0.6267161804788588,0.27334722876548767,0.00444790069013834,0.04188232496380806,0.0036745991092175245,0.0351765900850296,0.11904761904761907,0.11904761904761907,0.7857142857142857,0.9125923775816713,0.24447024809246484
|
| 34 |
+
SOX11,0.05454545454545454,0.06,0.05454545454545454,0.05454545454545454,0.05454545454545454,0.03642384105960265,0.06,0.04,0.035,0.04,0.2040006697274395,0.6545454545454545,0.22337662337662337,0.6,55.0,906.0,0.059912941994001795,0.5786118251928021,0.26189857721328735,0.0027092895470559597,0.03326263278722763,0.0012119748862460256,0.020955463871359825,0.8809523809523809,0.7142857142857143,1.0,0.9125923775816713,0.24447024809246484
|
| 35 |
+
SOX17,0.4316353887399464,0.12,0.16,0.265,0.376,0.3882554161915621,0.12,0.16,0.265,0.376,0.2040006697274395,0.8150134048257373,0.5908869875023421,0.9128686327077749,746.0,1754.0,0.39746490431097053,0.5362267018997653,0.7279546856880188,0.007855563424527645,0.05187183618545532,0.006859825924038887,0.04787583649158478,0.8809523809523809,0.9523809523809523,1.0,0.9125923775816713,0.24447024809246484
|
| 36 |
+
SP1,0.04,0.02,0.04,0.04,0.04,0.05084745762711865,0.02,0.04,0.05,0.048,0.2040006697274395,0.432,-0.06345929339477727,0.24,125.0,590.0,0.07583555647480966,0.4209770666666667,0.06256145238876343,0.0033707625698298216,0.0359334833920002,0.0020156726241111755,0.02749023772776127,0.33333333333333337,0.30952380952380953,0.6190476190476191,0.9125923775816713,0.24447024809246484
|
| 37 |
+
TGIF2,0.0,0.0,0.0,0.0,0.0,0.005252100840336135,0.0,0.0,0.0,0.004,0.2040006697274395,0.4,-0.2,0.5,10.0,952.0,0.00551995582837887,0.5187939698492462,0.05927104502916336,0.0024254238232970238,0.03197740018367767,0.0011601739097386599,0.022232921794056892,0.7857142857142857,0.7619047619047619,0.7142857142857143,0.9125923775816713,0.24447024809246484
|
| 38 |
+
USF1,0.0,0.0,0.0,0.0,0.0,0.0037641154328732747,0.02,0.01,0.005,0.002,0.2040006697274395,0.5,-0.8,0.75,4.0,797.0,0.0063241117957332045,0.7362850701402806,0.04045499861240387,0.0032217323314398527,0.03805657476186752,0.002082991413772106,0.02970774471759796,0.47619047619047616,0.5476190476190477,0.6428571428571428,0.9125923775816713,0.24447024809246484
|
| 39 |
+
YY1,0.0,0.0,0.0,0.0,0.0,0.005488474204171241,0.0,0.0,0.005,0.004,0.2040006697274395,0.25,-0.19047619047619047,0.625,8.0,911.0,0.004748581445973548,0.524410140562249,0.008498015813529491,0.004816818051040173,0.04650270193815231,0.0027025623712688684,0.036375418305397034,0.2857142857142857,0.38095238095238093,0.8571428571428572,0.9125923775816713,0.24447024809246484
|
| 40 |
+
ZBTB33,0.0,0.0,0.0,0.0,0.0,0.006060606060606061,0.0,0.0,0.005,0.004,0.2040006697274395,0.6666666666666666,-0.5479876160990712,0.2222222222222222,18.0,660.0,0.03003386866096773,0.46633591209776887,-0.10107818245887756,0.0024056746624410152,0.03194696828722954,0.0009957690490409732,0.021110691130161285,0.6190476190476191,0.6428571428571428,0.45238095238095233,0.9125923775816713,0.24447024809246484
|
| 41 |
+
ZIC3,0.05405405405405406,0.05405405405405406,0.05405405405405406,0.05405405405405406,0.05405405405405406,0.029350104821802937,0.06,0.09,0.07,0.029350104821802937,0.2040006697274395,0.10810810810810811,-0.869606448553817,0.3783783783783784,37.0,477.0,0.03436812835175089,0.6385496551059464,-0.18503005802631378,0.002866370603442192,0.03438955545425415,0.0014705507783219218,0.024272380396723747,0.47619047619047616,0.45238095238095233,0.33333333333333337,0.9125923775816713,0.24447024809246484
|
| 42 |
+
ZNF143,0.038461538461538464,0.04,0.038461538461538464,0.038461538461538464,0.038461538461538464,0.025477707006369428,0.04,0.03,0.025,0.026,0.2040006697274395,0.4807692307692308,-0.14155212157431912,0.3076923076923077,52.0,628.0,0.05549709495409121,0.5146698783762438,-0.002658549463376403,0.0032439737115055323,0.03642462193965912,0.0020683740731328726,0.028169933706521988,0.40476190476190477,0.38095238095238093,0.6904761904761905,0.9125923775816713,0.24447024809246484
|
| 43 |
+
ZNF410,0.0,0.0,0.0,0.0,0.0,0.0038461538461538464,0.0,0.0,0.0,0.004,0.2040006697274395,0.8571428571428571,0.8571428571428571,0.42857142857142855,7.0,780.0,0.004304930252919566,0.5182782596229661,0.05043552443385124,0.002576858038082719,0.033855147659778595,0.001352556748315692,0.024134153500199318,0.7142857142857143,0.7142857142857143,0.7619047619047619,0.9125923775816713,0.24447024809246484
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA595864_agg_results.csv
ADDED
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@@ -0,0 +1,10 @@
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| 1 |
+
statistic , overlap_at_N, overlap_at_50, overlap_at_100, overlap_at_200, overlap_at_500, precision_at_N, precision_at_50, precision_at_100, precision_at_200, precision_at_500, de_spearman_sig, de_direction_match , de_spearman_lfc_sig, de_sig_genes_recall, de_nsig_counts_real, de_nsig_counts_pred, pr_auc , roc_auc , pearson_delta , mse , mae , mse_delta , mae_delta , discrimination_score_l1, discrimination_score_l2, discrimination_score_cosine, pearson_edistance , clustering_agreement
|
| 2 |
+
count , 10.0, 10.0, 10.0, 10.0, 10.0, 10.0, 10.0, 10.0, 10.0, 10.0, 10.0 , 7.0 , 7.0 , 7.0, 10.0 , 10.0, 10.0 , 10.0 , 10.0 , 10.0 , 10.0 , 10.0 , 10.0 , 10.0 , 10.0 , 10.0 , 10.0 , 10.0
|
| 3 |
+
null_count, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 , 3.0 , 3.0 , 3.0, 0.0 , 0.0, 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0
|
| 4 |
+
mean , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , 0.6758241758241759 , NaN , 0.0, 4.7 , 0.0, NaN , NaN , 0.021983728976920247 , 0.005251355981454253 , 0.049126139283180235, 0.0010330135410185903 , 0.021803862042725088, 0.53 , 0.54 , 0.54 , 0.9606912120521776 , 0.0
|
| 5 |
+
std , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , 0.42935731457432147, NaN , 0.0, 8.45970842681157, 0.0, NaN , NaN , 0.08044458823161796 , 0.0007441440245974431, 0.004494649427527773, 0.00048468678680907727, 0.005107050669066238, 0.2907843798341918 , 0.29514591494904874, 0.34058772731852804, 1.1702778228589004e-16, 0.0
|
| 6 |
+
min , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , 0.0 , -0.4175824175824176, 0.0, 0.0 , 0.0, 0.0005022601707684581, 0.06253126563281641, -0.12860120832920074 , 0.00448906933888793 , 0.044977378100156784, 0.00044547603465616703, 0.015106206759810448, 0.09999999999999998, 0.09999999999999998, 0.09999999999999998, 0.9606912120521774 , 0.0
|
| 7 |
+
25% , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , 0.5 , 0.8 , 0.0, 0.0 , 0.0, 0.0005977286312014345, 0.37320746629257273, -0.004693830385804176, 0.004672063980251551 , 0.04577850177884102 , 0.0007741405279375613 , 0.019301997497677803, 0.30000000000000004, 0.30000000000000004, 0.09999999999999998, 0.9606912120521774 , 0.0
|
| 8 |
+
50% , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , 1.0 , NaN , 0.0, 1.0 , 0.0, 0.007114201239372763 , 0.6194889779559118 , 0.03333967179059982 , 0.005254386458545923 , 0.04880858212709427 , 0.0008694524876773357 , 0.02032904140651226 , 0.6 , 0.6 , 0.7 , 0.9606912120521774 , 0.0
|
| 9 |
+
75% , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , 1.0 , NaN , 0.0, 4.0 , 0.0, NaN , NaN , 0.04875244200229645 , 0.005957408342510462 , 0.05307219550013542 , 0.001554713468067348 , 0.027059463784098625, 0.7 , 0.7 , 0.8 , 0.9606912120521774 , 0.0
|
| 10 |
+
max , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , 1.0 , 0.8 , 0.0, 26.0 , 0.0, 0.010402898406182236 , 0.6283141570785393 , 0.18243056535720825 , 0.006712719798088074 , 0.05814742669463158 , 0.0018923449097201228 , 0.03050379641354084 , 1.0 , 1.0 , 1.0 , 0.9606912120521774 , 0.0
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA595864_pred_de.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
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|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA595864_real_de.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/PRJNA595864_results.csv
ADDED
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@@ -0,0 +1,11 @@
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|
| 1 |
+
perturbation, overlap_at_N, overlap_at_50, overlap_at_100, overlap_at_200, overlap_at_500, precision_at_N, precision_at_50, precision_at_100, precision_at_200, precision_at_500, de_spearman_sig, de_direction_match , de_spearman_lfc_sig , de_sig_genes_recall, de_nsig_counts_real, de_nsig_counts_pred, pr_auc , roc_auc , pearson_delta , mse , mae , mse_delta , mae_delta , discrimination_score_l1, discrimination_score_l2, discrimination_score_cosine, pearson_edistance , clustering_agreement
|
| 2 |
+
ADNP , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , 1.0 , NaN , 0.0, 1.0, 0.0, 0.0005977286312014345, 0.2083541770885443 , 0.04466800019145012 , 0.005292265675961971 , 0.04978571832180023 , 0.0008694524876773357 , 0.02032904140651226 , 0.5 , 0.5 , 0.8 , 0.9606912120521774, 0.0
|
| 3 |
+
ARID1B , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , 0.23076923076923078, -0.4175824175824176 , 0.0, 13.0, 0.0, 0.007114201239372763 , 0.5425264217413186 , 0.04875244200229645 , 0.006712719798088074 , 0.05814742669463158 , 0.0015573356067761779 , 0.027799976989626884, 0.19999999999999996, 0.19999999999999996, 0.7 , 0.9606912120521774, 0.0
|
| 4 |
+
CTNND2 , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , , , , 0.0, 0.0, NaN , NaN , -0.004693830385804176, 0.005254386458545923 , 0.04880858212709427 , 0.0007741405279375613 , 0.019715717062354088, 0.6 , 0.7 , 0.5 , 0.9606912120521774, 0.0
|
| 5 |
+
HDAC5 , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , 1.0 , NaN , 0.0, 1.0, 0.0, 0.0005892751915144372, 0.5757878939469735 , 0.03333967179059982 , 0.004747284110635519 , 0.04577850177884102 , 0.0004934347816742957 , 0.016149280592799187, 0.9 , 0.9 , 0.5 , 0.9606912120521774, 0.0
|
| 6 |
+
MECP2 , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , 0.0 , NaN , 0.0, 1.0, 0.0, 0.0005022601707684581, 0.06253126563281641, 0.0077699762769043446, 0.004672063980251551 , 0.045929718762636185, 0.0008306414820253849 , 0.019301997497677803, 0.7 , 0.6 , 0.7 , 0.9606912120521774, 0.0
|
| 7 |
+
MYT1L , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , , , , 0.0, 0.0, NaN , NaN , 0.18243056535720825 , 0.00448906933888793 , 0.04503951966762543 , 0.00044547603465616703, 0.015106206759810448, 1.0 , 1.0 , 1.0 , 0.9606912120521774, 0.0
|
| 8 |
+
POGZ , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , 1.0 , NaN , 0.0, 1.0, 0.0, 0.0006724949562878278, 0.6283141570785393 , -0.05303236097097397 , 0.005997388623654842 , 0.05359674617648125 , 0.001554713468067348 , 0.027059463784098625, 0.30000000000000004, 0.30000000000000004, 0.09999999999999998, 0.9606912120521774, 0.0
|
| 9 |
+
PTEN , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , 0.5 , -0.0017094017094017094, 0.0, 26.0, 0.0, 0.010402898406182236 , 0.37320746629257273, 0.023405706509947777 , 0.004732103087007999 , 0.044977378100156784, 0.0011078214738518 , 0.022564472630620003, 0.4 , 0.4 , 0.09999999999999998, 0.9606912120521774, 0.0
|
| 10 |
+
RELN , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , , , , 0.0, 0.0, NaN , NaN , -0.12860120832920074 , 0.0046588703989982605, 0.04612560570240021 , 0.00080477463779971 , 0.019508667290210724, 0.6 , 0.7 , 0.09999999999999998, 0.9606912120521774, 0.0
|
| 11 |
+
SETD5 , 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, NaN , 1.0 , 0.8 , 0.0, 4.0, 0.0, 0.0026263952724885093, 0.6194889779559118 , 0.0657983273267746 , 0.005957408342510462 , 0.05307219550013542 , 0.0018923449097201228 , 0.03050379641354084 , 0.09999999999999998, 0.09999999999999998, 0.9 , 0.9606912120521774, 0.0
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_Perturb_seq_agg_results.csv
ADDED
|
@@ -0,0 +1,10 @@
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| 1 |
+
statistic , overlap_at_N , overlap_at_50 , overlap_at_100 , overlap_at_200 , overlap_at_500 , precision_at_N , precision_at_50 , precision_at_100 , precision_at_200 , precision_at_500 , de_spearman_sig , de_direction_match , de_spearman_lfc_sig, de_sig_genes_recall , de_nsig_counts_real, de_nsig_counts_pred, pr_auc , roc_auc , pearson_delta , mse , mae , mse_delta , mae_delta , discrimination_score_l1, discrimination_score_l2, discrimination_score_cosine, pearson_edistance , clustering_agreement
|
| 2 |
+
count , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0 , 83.0
|
| 3 |
+
null_count, 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0
|
| 4 |
+
mean , 0.28634422034516954, 0.15302987365680806, 0.1786220906486448 , 0.21313887649664567, 0.26168286051471934, 0.2270789385656922 , 0.15427127866303936, 0.17839559263049942, 0.21189666707127752, 0.25739126646987115, 0.8587966121735351 , 0.7357250396711961 , 0.38536481024494346, 0.5619382305455987 , 422.06024096385545, 1026.4698795180723, 0.2529306821940667 , 0.5451856225850712 , 0.40860361462256994 , 0.0041728485670187564, 0.038782048027917564, 0.002533379809984219 , 0.026810044276875902, 0.7628102772535927 , 0.7564232834954275 , 0.8182609957903907 , 0.851758100249362 , 0.3868879877913907
|
| 5 |
+
std , 0.2427161601779373 , 0.16721864982455362, 0.1669715003444682 , 0.18177598368672873, 0.21188449374100735, 0.18522959544854498, 0.16649885574271683, 0.16705695183064012, 0.18231052896487943, 0.21266742694711788, 1.1169721629272003e-16, 0.16611994733945273, 0.31619832628476274, 0.3352911832586645 , 356.3570198481618 , 647.2263210555165, 0.1909830218262132 , 0.05699659526734395, 0.30513137672005225 , 0.0023834003205916564, 0.01029621916247417 , 0.0023193234877068357, 0.013149257959362216, 0.23066384541745696, 0.21675355509476568, 0.1976785424534371 , 3.3509164887816006e-16, 5.584860814636001e-17
|
| 6 |
+
min , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.8587966121735356 , 0.3103448275862069 , -0.4387912426765341, 0.018867924528301886, 20.0 , 31.0 , 0.011373028527081042, 0.40265132299148265, -0.14242935180664062, 0.0018635471351444721, 0.02766921930015087 , 0.0002843975380528718, 0.011331478133797646, 0.09638554216867468, 0.2168674698795181 , 0.19277108433734935, 0.8517581002493627 , 0.38688798779139155
|
| 7 |
+
25% , 0.05747126436781609, 0.02 , 0.05128205128205128, 0.05747126436781609, 0.05747126436781609, 0.05660377358490566, 0.02 , 0.05 , 0.06451612903225806, 0.05660377358490566, 0.8587966121735356 , 0.625615763546798 , 0.18360323886639676, 0.25547445255474455 , 108.0 , 451.0 , 0.06127768490085031 , 0.5120094417077176 , 0.13758960366249084 , 0.002323861699551344 , 0.03043973632156849 , 0.000710847380105406 , 0.01562979817390442 , 0.6265060240963856 , 0.6385542168674698 , 0.7590361445783133 , 0.8517581002493627 , 0.38688798779139155
|
| 8 |
+
50% , 0.2374429223744292 , 0.08 , 0.11 , 0.165 , 0.2374429223744292 , 0.1939655172413793 , 0.08 , 0.11 , 0.165 , 0.212 , 0.8587966121735356 , 0.7768817204301075 , 0.3740827590966529 , 0.6299694189602446 , 339.0 , 1078.0 , 0.2300656429063261 , 0.5438980718736293 , 0.3439260423183441 , 0.0032348083332180977, 0.03534957021474838 , 0.0015925519401207566, 0.023320551961660385, 0.8433734939759037 , 0.8313253012048193 , 0.891566265060241 , 0.8517581002493627 , 0.38688798779139155
|
| 9 |
+
75% , 0.48756218905472637, 0.24 , 0.29 , 0.34 , 0.454 , 0.3762945914844649 , 0.24 , 0.29 , 0.34 , 0.454 , 0.8587966121735356 , 0.8755186721991701 , 0.6240261523138227 , 0.9207650273224044 , 720.0 , 1719.0 , 0.40060960975900733 , 0.5804831195807691 , 0.6363291144371033 , 0.0054479618556797504, 0.04578244686126709 , 0.003699446329846978 , 0.03580265864729881 , 0.9518072289156626 , 0.927710843373494 , 0.9759036144578314 , 0.8517581002493627 , 0.38688798779139155
|
| 10 |
+
max , 0.7620689655172413 , 0.58 , 0.59 , 0.66 , 0.678 , 0.6535433070866141 , 0.58 , 0.59 , 0.66 , 0.678 , 0.8587966121735356 , 0.9765533411488863 , 0.909201735060759 , 0.9795728876508821 , 1288.0 , 1905.0 , 0.6558755543490628 , 0.6682031237099539 , 0.9446721076965332 , 0.010938121937215328 , 0.06405936181545258 , 0.008984205313026905 , 0.057161178439855576, 1.0 , 1.0 , 1.0 , 0.8517581002493627 , 0.38688798779139155
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_Perturb_seq_pred_de.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
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|
|
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|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:cb8487ddb40b680945ffd0550e20de7ede2433b5b7ce603738ef2254f67901be
|
| 3 |
+
size 21293056
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_Perturb_seq_real_de.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:eea930d365b9f8e4aaef29112d196102a7831f12870bbd2a23bc18102a22d829
|
| 3 |
+
size 22395390
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_Perturb_seq_results.csv
ADDED
|
@@ -0,0 +1,84 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
perturbation,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine,pearson_edistance,clustering_agreement
|
| 2 |
+
AARS1,0.6221461187214612,0.5,0.47,0.51,0.538,0.4592991913746631,0.5,0.47,0.51,0.538,0.8587966121735356,0.9235159817351598,0.8128787563009459,0.9726027397260274,876.0,1855.0,0.4779071606454619,0.5385532954711647,0.8505256772041321,0.010704202577471733,0.06312057375907898,0.00893332064151764,0.056154198944568634,0.9036144578313253,0.9036144578313253,0.891566265060241,0.8517581002493627,0.38688798779139155
|
| 3 |
+
AMIGO3,0.01694915254237288,0.02,0.01694915254237288,0.01694915254237288,0.01694915254237288,0.019639934533551555,0.02,0.01,0.03,0.022,0.8587966121735356,0.5254237288135594,0.06317942723553477,0.2033898305084746,59.0,611.0,0.025025555794553917,0.4370934080807552,-0.031300317496061325,0.0020257215946912766,0.029035165905952454,0.0003639184287749231,0.01238938607275486,0.9879518072289156,0.963855421686747,0.8433734939759037,0.8517581002493627,0.38688798779139155
|
| 4 |
+
ASCC3,0.3150943396226415,0.16,0.2,0.21,0.314,0.2830056179775281,0.16,0.2,0.21,0.314,0.8587966121735356,0.7018867924528301,0.4344843345627418,0.7603773584905661,530.0,1424.0,0.35038973251330074,0.5682986779617508,0.34295129776000977,0.0032348083332180977,0.03377314656972885,0.0017418927745893598,0.02162773534655571,0.6144578313253012,0.5421686746987953,1.0,0.8517581002493627,0.38688798779139155
|
| 5 |
+
ATF4,0.06589147286821706,0.02,0.02,0.07,0.06589147286821706,0.07035175879396985,0.02,0.02,0.07035175879396985,0.07035175879396985,0.8587966121735356,0.38372093023255816,0.030634031267458107,0.06589147286821706,258.0,199.0,0.10513709077463201,0.40265132299148265,0.16944053769111633,0.004422768019139767,0.04361949861049652,0.0029905904084444046,0.03580265864729881,0.3493975903614458,0.37349397590361444,0.927710843373494,0.8517581002493627,0.38688798779139155
|
| 6 |
+
ATP5F1B,0.4438687392055268,0.24,0.27,0.27,0.414,0.3044496487119438,0.24,0.27,0.27,0.414,0.8587966121735356,0.8549222797927462,0.6222942592206774,0.8981001727115717,579.0,1708.0,0.33166190101115317,0.5749982680225922,0.6363291144371033,0.004513089079409838,0.04290109500288963,0.0023927430156618357,0.02886246144771576,0.891566265060241,0.8795180722891567,0.7951807228915663,0.8517581002493627,0.38688798779139155
|
| 7 |
+
CAD,0.3048016701461378,0.08,0.11,0.16,0.3048016701461378,0.29797979797979796,0.08,0.11,0.16,0.302,0.8587966121735356,0.6263048016701461,0.3661617429966545,0.3695198329853862,479.0,594.0,0.30514761079303354,0.5396193033096839,0.31768345832824707,0.0061722067184746265,0.04916039854288101,0.004852391313761473,0.04146227613091469,0.27710843373493976,0.27710843373493976,0.9759036144578314,0.8517581002493627,0.38688798779139155
|
| 8 |
+
CARS1,0.7152961980548187,0.46,0.49,0.56,0.638,0.5885805763073639,0.46,0.49,0.56,0.638,0.8587966121735356,0.9328028293545535,0.8321052202444194,0.9752431476569408,1131.0,1874.0,0.613955200321701,0.55121286395839,0.9154050946235657,0.00841347873210907,0.05743261054158211,0.0064039817079901695,0.049040086567401886,0.9879518072289156,1.0,0.9879518072289156,0.8517581002493627,0.38688798779139155
|
| 9 |
+
CCND3,0.1895424836601307,0.04,0.07,0.145,0.1895424836601307,0.1721170395869191,0.04,0.07,0.145,0.178,0.8587966121735356,0.8660130718954249,0.24792995747986812,0.32679738562091504,306.0,581.0,0.18313731274516476,0.506477108749836,0.3910907804965973,0.0033542218152433634,0.03592368960380554,0.0017934116767719388,0.02624903991818428,0.4698795180722891,0.49397590361445787,0.9879518072289156,0.8517581002493627,0.38688798779139155
|
| 10 |
+
CHERP,0.36615384615384616,0.08,0.08,0.175,0.304,0.3218045112781955,0.08,0.08,0.175,0.304,0.8587966121735356,0.6323076923076923,0.3154772619398098,0.6584615384615384,650.0,1330.0,0.38811096766712205,0.5275692307692308,0.29560574889183044,0.005197786260396242,0.04666685685515404,0.003699446329846978,0.037210699170827866,0.32530120481927716,0.3132530120481928,0.7831325301204819,0.8517581002493627,0.38688798779139155
|
| 11 |
+
COPB1,0.2374429223744292,0.02,0.09,0.235,0.2374429223744292,0.18503118503118504,0.02,0.09,0.235,0.18503118503118504,0.8587966121735356,0.8264840182648402,0.4865138757183497,0.4063926940639269,219.0,481.0,0.19496543545584172,0.6300434059158186,0.4446204900741577,0.003363214898854494,0.03648912161588669,0.0020567141473293304,0.028508566319942474,0.4457831325301205,0.4457831325301205,0.9397590361445783,0.8517581002493627,0.38688798779139155
|
| 12 |
+
DAD1,0.07377049180327869,0.0,0.08,0.07377049180327869,0.07377049180327869,0.06483300589390963,0.0,0.08,0.065,0.066,0.8587966121735356,0.7786885245901639,0.33043642047313304,0.27049180327868855,122.0,509.0,0.09261194962690464,0.5501667277710853,0.30677658319473267,0.0018635471351444721,0.02766921930015087,0.00043361264397390187,0.012713829055428505,0.8554216867469879,0.8674698795180723,0.7228915662650602,0.8517581002493627,0.38688798779139155
|
| 13 |
+
DARS1,0.42151675485008816,0.2,0.27,0.275,0.408,0.30773739742086753,0.2,0.27,0.275,0.408,0.8587966121735356,0.873015873015873,0.5688650947696386,0.9259259259259259,567.0,1706.0,0.31533843622165336,0.5529445139819645,0.6724898219108582,0.0038331393152475357,0.03850388154387474,0.00237831543199718,0.029481617733836174,0.9518072289156626,0.927710843373494,0.8192771084337349,0.8517581002493627,0.38688798779139155
|
| 14 |
+
DDOST,0.1469387755102041,0.02,0.06,0.13,0.1469387755102041,0.13979416809605488,0.02,0.06,0.13,0.158,0.8587966121735356,0.8857142857142857,0.5763115162098426,0.6653061224489796,245.0,1166.0,0.23909003211703111,0.5900854700854702,0.4175986647605896,0.0025193579494953156,0.03156255930662155,0.0011800366919487715,0.020016754046082497,0.5903614457831325,0.6746987951807228,0.9397590361445783,0.8517581002493627,0.38688798779139155
|
| 15 |
+
DDRGK1,0.08181818181818182,0.0,0.08,0.08181818181818182,0.08181818181818182,0.061068702290076333,0.0,0.08,0.065,0.061068702290076333,0.8587966121735356,0.5909090909090909,0.1918851294998084,0.14545454545454545,110.0,262.0,0.0607448794596661,0.5290909090909091,0.20519356429576874,0.0020449701696634293,0.028829175978899002,0.0004567134310491383,0.013670830987393856,0.8433734939759037,0.8674698795180723,0.9397590361445783,0.8517581002493627,0.38688798779139155
|
| 16 |
+
DERL2,0.24896265560165975,0.06,0.15,0.25,0.24896265560165975,0.1492295214922952,0.06,0.15,0.25,0.212,0.8587966121735356,0.8755186721991701,0.3740827590966529,0.7634854771784232,241.0,1233.0,0.24891388006463916,0.6682031237099539,0.5226156711578369,0.0023817759938538074,0.031076770275831223,0.000724094279576093,0.016251828521490097,0.9518072289156626,0.9156626506024097,0.9036144578313253,0.8517581002493627,0.38688798779139155
|
| 17 |
+
DHDDS,0.5697522816166884,0.16,0.26,0.35,0.488,0.41535776614310643,0.16,0.26,0.35,0.488,0.8587966121735356,0.8865710560625815,0.597346833395175,0.9308996088657105,767.0,1719.0,0.44719602544503145,0.5872037017651269,0.6200249195098877,0.005932526662945747,0.040709108114242554,0.005067053716629744,0.03331153094768524,0.891566265060241,0.6626506024096386,0.7951807228915663,0.8517581002493627,0.38688798779139155
|
| 18 |
+
DNAJC19,0.7075208913649025,0.54,0.59,0.635,0.658,0.5678148546824543,0.54,0.59,0.635,0.658,0.8587966121735356,0.9452181987000928,0.8529522694992364,0.9795728876508821,1077.0,1858.0,0.5817823968498244,0.5494879138411641,0.9165727496147156,0.0037007564678788185,0.0378711000084877,0.0018531415844336152,0.024773236364126205,0.963855421686747,0.9518072289156626,0.9518072289156626,0.8517581002493627,0.38688798779139155
|
| 19 |
+
EIF2AK3,0.043795620437956206,0.06,0.05,0.043795620437956206,0.043795620437956206,0.05660377358490566,0.06,0.05660377358490566,0.05660377358490566,0.05660377358490566,0.8587966121735356,0.5620437956204379,0.15505348442137884,0.043795620437956206,137.0,53.0,0.08720612466662456,0.5317770960424086,0.029011329635977745,0.003904624842107296,0.042216043919324875,0.0023350028786808252,0.03362149000167847,0.3614457831325302,0.4337349397590361,0.3855421686746988,0.8517581002493627,0.38688798779139155
|
| 20 |
+
EIF2B2,0.6395209580838324,0.44,0.4,0.485,0.592,0.443237370994025,0.44,0.4,0.485,0.592,0.8587966121735356,0.9616766467065868,0.8025677329379655,0.9772455089820359,835.0,1841.0,0.4642084981498117,0.5424085734111177,0.8919995427131653,0.006544053554534912,0.049407608807086945,0.004618531093001366,0.04032095521688461,0.9156626506024097,0.9036144578313253,0.9518072289156626,0.8517581002493627,0.38688798779139155
|
| 21 |
+
EIF2B3,0.6098829648894668,0.48,0.42,0.47,0.57,0.40589198036006546,0.48,0.42,0.47,0.57,0.8587966121735356,0.9583875162548765,0.8212714849357404,0.9674902470741222,769.0,1833.0,0.42329734064990976,0.5301059854918294,0.885623037815094,0.008384890854358673,0.05552683025598526,0.006422183010727167,0.04692462831735611,0.927710843373494,0.9397590361445783,0.9397590361445783,0.8517581002493627,0.38688798779139155
|
| 22 |
+
EIF2B4,0.5282199710564399,0.36,0.38,0.415,0.486,0.364336818932306,0.36,0.38,0.415,0.486,0.8587966121735356,0.9232995658465991,0.6745509074595316,0.9580318379160637,691.0,1817.0,0.3809366846223563,0.5405021895615238,0.7866832613945007,0.008584951981902122,0.05489449203014374,0.006730125285685062,0.04624296724796295,0.8313253012048193,0.8313253012048193,0.8313253012048193,0.8517581002493627,0.38688798779139155
|
| 23 |
+
EIF2S1,0.7183908045977011,0.46,0.5,0.565,0.632,0.5407131452900479,0.46,0.5,0.565,0.632,0.8587966121735356,0.9473180076628352,0.909201735060759,0.9731800766283525,1044.0,1879.0,0.5483923907727313,0.503265321662739,0.9353146553039551,0.008990245871245861,0.058771152049303055,0.007149464450776577,0.050306547433137894,1.0,1.0,1.0,0.8517581002493627,0.38688798779139155
|
| 24 |
+
ERN1,0.02631578947368421,0.02631578947368421,0.02631578947368421,0.02631578947368421,0.02631578947368421,0.025735294117647058,0.04,0.02,0.02,0.028,0.8587966121735356,0.631578947368421,0.1136885873727979,0.3684210526315789,38.0,544.0,0.03133891982929542,0.5465556092065025,0.11889193207025528,0.003479768754914403,0.04075241833925247,0.0022675886284559965,0.03410736843943596,0.42168674698795183,0.5542168674698795,0.9397590361445783,0.8517581002493627,0.38688798779139155
|
| 25 |
+
FARSB,0.6321559074299634,0.46,0.46,0.455,0.566,0.42872628726287265,0.46,0.46,0.455,0.566,0.8587966121735356,0.9330085261875761,0.7450572333812636,0.9634591961023142,821.0,1845.0,0.4521587782429062,0.5351951890524288,0.8488003015518188,0.007024433929473162,0.05030406266450882,0.005150362383574247,0.04207414388656616,0.891566265060241,0.8795180722891567,0.9036144578313253,0.8517581002493627,0.38688798779139155
|
| 26 |
+
FECH,0.1871345029239766,0.04,0.06,0.11,0.1871345029239766,0.19955654101995565,0.04,0.06,0.11,0.19955654101995565,0.8587966121735356,0.7046783625730995,0.4307633371209574,0.2631578947368421,342.0,451.0,0.2443804391463971,0.5100725527127026,0.26700472831726074,0.0032240962609648705,0.03580570966005325,0.0013105804100632668,0.020950106903910637,0.6144578313253012,0.6265060240963856,0.7590361445783133,0.8517581002493627,0.38688798779139155
|
| 27 |
+
GBF1,0.10106382978723404,0.02,0.09,0.10106382978723404,0.10106382978723404,0.10574875798438609,0.02,0.09,0.105,0.122,0.8587966121735356,0.8297872340425532,0.2852537533388597,0.7925531914893617,188.0,1409.0,0.17728923636755012,0.619795336057489,0.4422891438007355,0.002048267051577568,0.028251297771930695,0.0004220648552291095,0.013003581203520298,1.0,1.0,0.927710843373494,0.8517581002493627,0.38688798779139155
|
| 28 |
+
GMPPB,0.05454545454545454,0.04,0.05454545454545454,0.05454545454545454,0.05454545454545454,0.054945054945054944,0.04,0.054945054945054944,0.054945054945054944,0.054945054945054944,0.8587966121735356,0.6909090909090909,0.5723665223665224,0.09090909090909091,55.0,91.0,0.03893576925646081,0.5645664874970788,0.1796962022781372,0.00198199856095016,0.028779491782188416,0.00036030460614711046,0.012538767419755459,0.9156626506024097,0.9397590361445783,0.9879518072289156,0.8517581002493627,0.38688798779139155
|
| 29 |
+
GNPNAT1,0.043478260869565216,0.043478260869565216,0.043478260869565216,0.043478260869565216,0.043478260869565216,0.03076923076923077,0.04,0.03076923076923077,0.03076923076923077,0.03076923076923077,0.8587966121735356,0.6086956521739131,0.19605303731113166,0.043478260869565216,46.0,65.0,0.031048843538412044,0.5053847180810822,0.18087011575698853,0.002225554082542658,0.030528152361512184,0.00047625566367059946,0.0136249465867877,0.8554216867469879,0.8674698795180723,1.0,0.8517581002493627,0.38688798779139155
|
| 30 |
+
HARS1,0.6303418803418803,0.36,0.39,0.425,0.514,0.4877232142857143,0.36,0.39,0.425,0.514,0.8587966121735356,0.9017094017094017,0.6270823281809533,0.9337606837606838,936.0,1792.0,0.5075938272023255,0.5408558455433455,0.822725772857666,0.008962237276136875,0.057454321533441544,0.007115811575204134,0.05035713315010071,0.9156626506024097,0.9036144578313253,0.8795180722891567,0.8517581002493627,0.38688798779139155
|
| 31 |
+
HSD17B12,0.03058103975535168,0.04,0.06,0.04,0.03058103975535168,0.06451612903225806,0.06451612903225806,0.06451612903225806,0.06451612903225806,0.06451612903225806,0.8587966121735356,0.6299694189602446,0.32473261609973,0.03058103975535168,327.0,31.0,0.20884653553988203,0.5646671090224121,0.17291049659252167,0.0037479600869119167,0.038227908313274384,0.0024082455784082413,0.02874082885682583,0.4457831325301205,0.42168674698795183,0.9759036144578314,0.8517581002493627,0.38688798779139155
|
| 32 |
+
HSPA5,0.6394686907020873,0.36,0.36,0.47,0.544,0.5420258620689655,0.36,0.36,0.47,0.544,0.8587966121735356,0.8889943074003795,0.6666241200680078,0.9544592030360531,1054.0,1856.0,0.548793189211072,0.5150528942396028,0.6015599370002747,0.009681431576609612,0.05098375678062439,0.00843371357768774,0.041633278131484985,0.8674698795180723,0.7469879518072289,0.7951807228915663,0.8517581002493627,0.38688798779139155
|
| 33 |
+
HSPA9,0.7562111801242236,0.46,0.58,0.61,0.664,0.6535433070866141,0.46,0.58,0.61,0.664,0.8587966121735356,0.922360248447205,0.8655376509796856,0.9666149068322981,1288.0,1905.0,0.6558755543490628,0.5038710831181521,0.9189968705177307,0.008686484768986702,0.05644407868385315,0.006583863869309425,0.04601464420557022,1.0,1.0,0.9879518072289156,0.8517581002493627,0.38688798779139155
|
| 34 |
+
HYOU1,0.02564102564102564,0.02564102564102564,0.02564102564102564,0.02564102564102564,0.02564102564102564,0.02912621359223301,0.06,0.04,0.025,0.024,0.8587966121735356,0.5897435897435898,0.18360323886639676,0.7692307692307693,39.0,1030.0,0.031125540145302822,0.6372991278651656,0.07437480241060257,0.0024079126305878162,0.031736429780721664,0.0005482572596520185,0.0157514289021492,0.8192771084337349,0.9156626506024097,0.19277108433734935,0.8517581002493627,0.38688798779139155
|
| 35 |
+
IARS2,0.7620689655172413,0.58,0.57,0.66,0.678,0.5995751460435476,0.58,0.57,0.66,0.678,0.8587966121735356,0.9612068965517241,0.8851910561764688,0.9732758620689655,1160.0,1883.0,0.6082958545351325,0.5120094417077176,0.9446721076965332,0.0049985419027507305,0.04426073282957077,0.002948699751868844,0.0324091836810112,1.0,1.0,1.0,0.8517581002493627,0.38688798779139155
|
| 36 |
+
IDH3A,0.2446236559139785,0.02,0.02,0.125,0.2446236559139785,0.24875621890547264,0.02,0.02,0.125,0.24875621890547264,0.8587966121735356,0.7768817204301075,0.23717392099952608,0.26881720430107525,372.0,402.0,0.2300656429063261,0.5562154896832316,0.27527573704719543,0.002224077470600605,0.0305480994284153,0.0009792814962565899,0.020161809399724007,0.6265060240963856,0.6867469879518072,1.0,0.8517581002493627,0.38688798779139155
|
| 37 |
+
MANF,0.0,0.0,0.0,0.0,0.0,0.009727626459143969,0.0,0.0,0.015,0.01,0.8587966121735356,0.65,0.18195488721804512,0.25,20.0,514.0,0.011373028527081042,0.4353409090909091,0.10495057702064514,0.0020834747701883316,0.028511852025985718,0.0003774082870222628,0.011331478133797646,1.0,0.9156626506024097,0.40963855421686746,0.8517581002493627,0.38688798779139155
|
| 38 |
+
MARS1,0.505464480874317,0.32,0.31,0.39,0.458,0.3889209463358338,0.32,0.31,0.39,0.458,0.8587966121735356,0.8346994535519126,0.778783659382504,0.9207650273224044,732.0,1733.0,0.43449409525715776,0.5804831195807691,0.6899087429046631,0.006188475992530584,0.04775218293070793,0.004341403488069773,0.03897594287991524,0.8433734939759037,0.8674698795180723,0.8192771084337349,0.8517581002493627,0.38688798779139155
|
| 39 |
+
MRGBP,0.17183098591549295,0.06,0.06,0.11,0.17183098591549295,0.15897858319604613,0.06,0.06,0.11,0.172,0.8587966121735356,0.4507042253521127,0.020140496377618215,0.543661971830986,355.0,1214.0,0.18040428792486915,0.45611541589965326,0.08829739689826965,0.0030677926260977983,0.03723548725247383,0.001540229539386928,0.02709609642624855,0.49397590361445787,0.6385542168674698,0.7590361445783133,0.8517581002493627,0.38688798779139155
|
| 40 |
+
MRPL39,0.27941176470588236,0.1,0.14,0.21,0.27941176470588236,0.1939655172413793,0.1,0.14,0.21,0.266,0.8587966121735356,0.8,0.5225507242836926,0.7941176470588235,340.0,1392.0,0.2367391005470354,0.6067700212615167,0.4769081473350525,0.0028583421371877193,0.034685052931308746,0.0010671608615666628,0.019730033352971077,0.8192771084337349,0.8192771084337349,0.7228915662650602,0.8517581002493627,0.38688798779139155
|
| 41 |
+
MTHFD1,0.4846715328467153,0.08,0.12,0.22,0.382,0.39598997493734334,0.08,0.12,0.22,0.382,0.8587966121735356,0.7970802919708029,0.4284617024461944,0.691970802919708,685.0,1197.0,0.4978432528411899,0.6223279953373484,0.4755267798900604,0.005421321839094162,0.04311113804578781,0.00433485908433795,0.0356098972260952,0.32530120481927716,0.2530120481927711,0.8554216867469879,0.8517581002493627,0.38688798779139155
|
| 42 |
+
NEDD8,0.39143730886850153,0.2,0.15,0.18,0.33,0.33414436334144365,0.2,0.15,0.18,0.33,0.8587966121735356,0.6452599388379205,0.4210960805483631,0.6299694189602446,654.0,1233.0,0.3672235712749181,0.5299488574141982,0.3439260423183441,0.00626777857542038,0.0478946715593338,0.004625858273357153,0.04181180149316788,0.27710843373493976,0.28915662650602414,0.9397590361445783,0.8517581002493627,0.38688798779139155
|
| 43 |
+
OST4,0.05747126436781609,0.0,0.05747126436781609,0.05747126436781609,0.05747126436781609,0.07936507936507936,0.0,0.05,0.07936507936507936,0.07936507936507936,0.8587966121735356,0.3103448275862069,-0.27143325800102064,0.1724137931034483,87.0,189.0,0.06084371106501962,0.5438980718736293,-0.14242935180664062,0.0019187735160812736,0.028447696939110756,0.00042718672193586826,0.014168142341077328,0.8433734939759037,0.9156626506024097,0.4337349397590361,0.8517581002493627,0.38688798779139155
|
| 44 |
+
P4HB,0.07777777777777778,0.06,0.07777777777777778,0.07777777777777778,0.07777777777777778,0.05239179954441914,0.06,0.08,0.065,0.05239179954441914,0.8587966121735356,0.4444444444444444,-0.1343622669465366,0.25555555555555554,90.0,439.0,0.06127768490085031,0.5056108202443281,-0.03153213858604431,0.0025440144818276167,0.030592335388064384,0.0007287517073564231,0.015341428108513355,0.7710843373493976,0.7469879518072289,0.40963855421686746,0.8517581002493627,0.38688798779139155
|
| 45 |
+
PDIA6,0.0,0.0,0.0,0.0,0.0,0.012195121951219513,0.0,0.01,0.015,0.012195121951219513,0.8587966121735356,0.7307692307692307,0.4905982905982906,0.15384615384615385,26.0,328.0,0.013408644729666186,0.4807594887382121,0.08091233670711517,0.003473181277513504,0.029801789671182632,0.001458595274016261,0.012208580039441586,0.9518072289156626,0.5903614457831325,0.4698795180722891,0.8517581002493627,0.38688798779139155
|
| 46 |
+
PPWD1,0.34316353887399464,0.12,0.19,0.28,0.34316353887399464,0.23942394239423942,0.12,0.19,0.28,0.336,0.8587966121735356,0.8364611260053619,0.6002265662973498,0.7131367292225201,373.0,1111.0,0.34723014847125616,0.6611289713958981,0.6064642667770386,0.004262982401996851,0.042329199612140656,0.0025957832112908363,0.0322817899286747,0.3855421686746988,0.37349397590361444,1.0,0.8517581002493627,0.38688798779139155
|
| 47 |
+
PRELID3B,0.5939759036144578,0.38,0.44,0.47,0.526,0.4364336818932306,0.38,0.44,0.47,0.526,0.8587966121735356,0.9168674698795181,0.8210654727797982,0.9554216867469879,830.0,1817.0,0.4487295275951039,0.5348089795077746,0.8524982333183289,0.005701315123587847,0.04810027778148651,0.0034992664586752653,0.035877566784620285,0.8795180722891567,0.8795180722891567,0.891566265060241,0.8517581002493627,0.38688798779139155
|
| 48 |
+
PSMD12,0.03125,0.02,0.03125,0.03125,0.03125,0.0,0.0,0.0,0.0,0.0,0.8587966121735356,0.40625,-0.32235908271351044,0.03125,64.0,33.0,0.03541653301023463,0.4778739992252066,0.042144063860177994,0.007878812029957771,0.06405936181545258,0.006106731481850147,0.057161178439855576,0.09638554216867468,0.2168674698795181,0.32530120481927716,0.8517581002493627,0.38688798779139155
|
| 49 |
+
PSMD4,0.541002277904328,0.2,0.3,0.34,0.478,0.46091015169194866,0.2,0.3,0.34,0.478,0.8587966121735356,0.8519362186788155,0.7271109425068174,0.8997722095671982,878.0,1714.0,0.509091830105773,0.5878074257244832,0.7589728832244873,0.0050238436087965965,0.04458262771368027,0.003498655743896961,0.035889942198991776,0.927710843373494,0.963855421686747,1.0,0.8517581002493627,0.38688798779139155
|
| 50 |
+
PTDSS1,0.0,0.0,0.0,0.0,0.0,0.013888888888888888,0.0,0.02,0.015,0.013888888888888888,0.8587966121735356,0.7272727272727273,0.10784867306606437,0.18181818181818182,22.0,288.0,0.015289241241018277,0.5173844103318319,0.13758960366249084,0.0021622127387672663,0.030499378219246864,0.0002843975380528718,0.012219257652759552,0.9879518072289156,1.0,0.5662650602409638,0.8517581002493627,0.38688798779139155
|
| 51 |
+
QARS1,0.6627408993576017,0.44,0.47,0.55,0.59,0.48538961038961037,0.44,0.47,0.55,0.59,0.8587966121735356,0.9464668094218416,0.758421733622997,0.9603854389721628,934.0,1848.0,0.5164205864898076,0.5523078530077015,0.8892759680747986,0.008057777769863605,0.054847024381160736,0.006207204889506102,0.04673269763588905,0.963855421686747,0.963855421686747,0.9518072289156626,0.8517581002493627,0.38688798779139155
|
| 52 |
+
SAMM50,0.46805555555555556,0.16,0.15,0.255,0.37,0.3762945914844649,0.16,0.15,0.255,0.37,0.8587966121735356,0.8222222222222222,0.6240261523138227,0.9083333333333333,720.0,1738.0,0.39959396282644616,0.5558832465277778,0.6102579832077026,0.005237414967268705,0.04598793759942055,0.0030907578766345978,0.033205803483724594,0.8554216867469879,0.8433734939759037,0.7590361445783133,0.8517581002493627,0.38688798779139155
|
| 53 |
+
SARS1,0.6864716636197441,0.4,0.49,0.5,0.566,0.5628006413682523,0.4,0.49,0.5,0.566,0.8587966121735356,0.9085923217550275,0.7039373248221892,0.9625228519195612,1094.0,1871.0,0.5652562100470468,0.5163721644450364,0.8894102573394775,0.010938121937215328,0.06312904506921768,0.008984205313026905,0.05580634996294975,0.9759036144578314,0.9759036144578314,0.9759036144578314,0.8517581002493627,0.38688798779139155
|
| 54 |
+
SCYL1,0.35714285714285715,0.24,0.29,0.27,0.354,0.2942877801879971,0.24,0.29,0.27,0.354,0.8587966121735356,0.878968253968254,0.5325608817627006,0.8075396825396826,504.0,1383.0,0.40060960975900733,0.6397058823529411,0.6230407357215881,0.0023022352252155542,0.029296666383743286,0.0014030360616743565,0.018728816881775856,0.6506024096385542,0.5662650602409638,1.0,0.8517581002493627,0.38688798779139155
|
| 55 |
+
SEC61A1,0.6758747697974218,0.22,0.31,0.35,0.534,0.5691371681415929,0.22,0.31,0.35,0.534,0.8587966121735356,0.8738489871086557,0.6211305923097242,0.9475138121546961,1086.0,1808.0,0.5857593929257326,0.5404093676833863,0.6953010559082031,0.0057768868282437325,0.04232887923717499,0.004262247122824192,0.032850321382284164,1.0,0.963855421686747,0.9156626506024097,0.8517581002493627,0.38688798779139155
|
| 56 |
+
SEC61B,0.18442622950819673,0.1,0.15,0.17,0.18442622950819673,0.13739545997610514,0.1,0.15,0.17,0.164,0.8587966121735356,0.7254098360655737,0.31419649827143975,0.4713114754098361,244.0,837.0,0.15837738688851216,0.5291156316516673,0.3724703788757324,0.0021034737583249807,0.0280388705432415,0.0005154762766323984,0.011735194362699986,0.9759036144578314,0.8192771084337349,0.963855421686747,0.8517581002493627,0.38688798779139155
|
| 57 |
+
SEC61G,0.3503480278422274,0.14,0.16,0.25,0.3503480278422274,0.24311618535930155,0.14,0.16,0.25,0.35,0.8587966121735356,0.8097447795823666,0.36656309765763173,0.839907192575406,431.0,1489.0,0.2985003314157526,0.620037442383536,0.5214288234710693,0.0033788231667131186,0.03534957021474838,0.0017969493055716157,0.023322153836488724,0.927710843373494,0.8192771084337349,0.7951807228915663,0.8517581002493627,0.38688798779139155
|
| 58 |
+
SEC63,0.05128205128205128,0.05128205128205128,0.05128205128205128,0.05128205128205128,0.05128205128205128,0.028985507246376812,0.04,0.03,0.025,0.028985507246376812,0.8587966121735356,0.5384615384615384,0.19048582995951416,0.20512820512820512,39.0,276.0,0.021588032970244607,0.49492017416545725,0.08773981779813766,0.002085048006847501,0.028614763170480728,0.0004252860671840608,0.011977354995906353,0.9759036144578314,0.891566265060241,0.891566265060241,0.8517581002493627,0.38688798779139155
|
| 59 |
+
SEL1L,0.018867924528301886,0.02,0.018867924528301886,0.018867924528301886,0.018867924528301886,0.008,0.02,0.01,0.008,0.008,0.8587966121735356,0.41509433962264153,0.021690049991936786,0.018867924528301886,53.0,125.0,0.026675296115381164,0.49322130805981135,0.01576230116188526,0.002917648758739233,0.03087768703699112,0.0013808748917654157,0.01562979817390442,0.7349397590361446,0.6144578313253012,0.4337349397590361,0.8517581002493627,0.38688798779139155
|
| 60 |
+
SLC35B1,0.0,0.0,0.0,0.0,0.0,0.0163265306122449,0.04,0.03,0.03,0.0163265306122449,0.8587966121735356,0.5675675675675675,-0.17117117117117117,0.21621621621621623,37.0,490.0,0.026088247022000705,0.5146975809227465,0.07244697213172913,0.002029312076047063,0.02907477132976055,0.00034152131411246955,0.012661391869187355,0.9036144578313253,0.9759036144578314,0.5783132530120482,0.8517581002493627,0.38688798779139155
|
| 61 |
+
SLC39A7,0.19607843137254902,0.12,0.2,0.19607843137254902,0.19607843137254902,0.11244019138755981,0.12,0.2,0.17,0.11244019138755981,0.8587966121735356,0.5751633986928104,0.4249494055995604,0.30718954248366015,153.0,418.0,0.13180613474742237,0.5659858240354434,0.2797975540161133,0.002559803891927004,0.030111463740468025,0.0011111197527498007,0.016935016959905624,0.6746987951807228,0.6746987951807228,0.9156626506024097,0.8517581002493627,0.38688798779139155
|
| 62 |
+
SOCS1,0.021739130434782608,0.021739130434782608,0.021739130434782608,0.021739130434782608,0.021739130434782608,0.02120141342756184,0.02,0.01,0.015,0.02120141342756184,0.8587966121735356,0.43478260869565216,-0.4387912426765341,0.13043478260869565,46.0,283.0,0.021308094128265072,0.455275688665391,-0.019530370831489563,0.002615827601402998,0.031086303293704987,0.0012046928750351071,0.017910728231072426,0.6987951807228916,0.6867469879518072,0.8433734939759037,0.8517581002493627,0.38688798779139155
|
| 63 |
+
SPCS2,0.056818181818181816,0.06,0.056818181818181816,0.056818181818181816,0.056818181818181816,0.03627450980392157,0.06,0.06,0.045,0.04,0.8587966121735356,0.6477272727272727,0.32415202000634,0.42045454545454547,88.0,1020.0,0.06221375532703108,0.4228199885888171,0.22406673431396484,0.002335095778107643,0.030147483572363853,0.000506314099766314,0.014867709949612617,0.8072289156626506,0.8433734939759037,0.7228915662650602,0.8517581002493627,0.38688798779139155
|
| 64 |
+
SPCS3,0.21726190476190477,0.08,0.11,0.155,0.21726190476190477,0.21739130434782608,0.08,0.11,0.155,0.224,0.8587966121735356,0.8214285714285714,0.43542767299576723,0.4017857142857143,336.0,621.0,0.22725413514280857,0.5870991801167583,0.3980894684791565,0.002958555007353425,0.03299141675233841,0.0014498031232506037,0.01989073120057583,0.6265060240963856,0.5783132530120482,0.7228915662650602,0.8517581002493627,0.38688798779139155
|
| 65 |
+
SRP68,0.37104072398190047,0.1,0.14,0.225,0.37104072398190047,0.2444876783398184,0.1,0.14,0.225,0.356,0.8587966121735356,0.8687782805429864,0.37173549746344103,0.8529411764705882,442.0,1542.0,0.3254805335362766,0.6223701636278092,0.5703450441360474,0.0031363496091216803,0.0352320559322834,0.0013011255068704486,0.021671446040272713,0.9759036144578314,0.9759036144578314,0.9518072289156626,0.8517581002493627,0.38688798779139155
|
| 66 |
+
SRP72,0.039603960396039604,0.0,0.04,0.039603960396039604,0.039603960396039604,0.03865979381443299,0.0,0.04,0.055,0.038,0.8587966121735356,0.6138613861386139,0.16040768782760628,0.297029702970297,101.0,776.0,0.0498850649317895,0.4437510101721073,0.03888946771621704,0.0023548705503344536,0.031112220138311386,0.0006033391109667718,0.016273679211735725,0.6867469879518072,0.8072289156626506,0.27710843373493976,0.8517581002493627,0.38688798779139155
|
| 67 |
+
SRPRA,0.1206896551724138,0.02,0.11,0.1206896551724138,0.1206896551724138,0.10388127853881278,0.02,0.11,0.11,0.104,0.8587966121735356,0.7126436781609196,0.1581081465873174,0.5229885057471264,174.0,876.0,0.12295046684890329,0.5686429101987889,0.25935494899749756,0.0024241709616035223,0.031411416828632355,0.000710847380105406,0.016611047089099884,0.7108433734939759,0.7951807228915663,0.7469879518072289,0.8517581002493627,0.38688798779139155
|
| 68 |
+
SRPRB,0.30678466076696165,0.18,0.15,0.24,0.30678466076696165,0.2651006711409396,0.18,0.15,0.24,0.272,0.8587966121735356,0.8023598820058997,0.2877470745328031,0.46607669616519176,339.0,596.0,0.30369099859050097,0.6238724939129323,0.46752914786338806,0.0032228536438196898,0.03417074680328369,0.0012511700624600053,0.020089808851480484,0.6265060240963856,0.6746987951807228,1.0,0.8517581002493627,0.38688798779139155
|
| 69 |
+
STT3A,0.09302325581395349,0.09302325581395349,0.09302325581395349,0.09302325581395349,0.09302325581395349,0.04807692307692308,0.1,0.09,0.05,0.04807692307692308,0.8587966121735356,0.5813953488372093,-0.06387798248263364,0.23255813953488372,43.0,208.0,0.04647868658473527,0.6038906251856782,0.08588326722383499,0.002047831192612648,0.029278511181473732,0.00040081917541101575,0.01304672285914421,0.891566265060241,0.927710843373494,0.6987951807228916,0.8517581002493627,0.38688798779139155
|
| 70 |
+
SYVN1,0.1,0.1,0.1,0.1,0.1,0.047872340425531915,0.12,0.08,0.047872340425531915,0.047872340425531915,0.8587966121735356,0.65,0.46866791744840525,0.225,40.0,188.0,0.046118692481980375,0.6424553571428573,0.21812424063682556,0.002161399694159627,0.02914481610059738,0.0005364916287362576,0.011947442777454853,0.9879518072289156,0.8313253012048193,1.0,0.8517581002493627,0.38688798779139155
|
| 71 |
+
TARS1,0.48756218905472637,0.34,0.34,0.36,0.454,0.32855436081242534,0.34,0.34,0.36,0.454,0.8587966121735356,0.8905472636815921,0.6923838815646526,0.912106135986733,603.0,1674.0,0.37470643699363765,0.600838565464256,0.6524800658226013,0.003653275314718485,0.03688326105475426,0.0017349178669974208,0.023320551961660385,0.9879518072289156,0.9397590361445783,0.8072289156626506,0.8517581002493627,0.38688798779139155
|
| 72 |
+
TELO2,0.07389162561576355,0.02,0.05,0.075,0.07389162561576355,0.11243072050673,0.02,0.05,0.075,0.124,0.8587966121735356,0.625615763546798,0.312000252473813,0.6995073891625616,203.0,1263.0,0.14685887186633434,0.563899602786253,0.13749663531780243,0.002323861699551344,0.03150171786546707,0.000783487455919385,0.017736583948135376,0.8072289156626506,0.8433734939759037,0.7349397590361446,0.8517581002493627,0.38688798779139155
|
| 73 |
+
TIMM23,0.3643835616438356,0.2,0.25,0.3,0.3643835616438356,0.19907138711549624,0.2,0.25,0.3,0.328,0.8587966121735356,0.8328767123287671,0.7005858502602271,0.9397260273972603,365.0,1723.0,0.210126688017591,0.5561074106656613,0.5792510509490967,0.00449360953643918,0.04092762991786003,0.0025054654106497765,0.028765609487891197,0.9036144578313253,0.8795180722891567,0.7590361445783133,0.8517581002493627,0.38688798779139155
|
| 74 |
+
TIMM44,0.6694021101992966,0.52,0.5,0.555,0.608,0.45295404814004375,0.52,0.5,0.555,0.608,0.8587966121735356,0.9765533411488863,0.8537178522483081,0.9706916764361079,853.0,1828.0,0.4819253777239797,0.5521396864852599,0.9170233607292175,0.0054479618556797504,0.04578244686126709,0.003494181204587221,0.03537624329328537,0.963855421686747,0.9397590361445783,0.9879518072289156,0.8517581002493627,0.38688798779139155
|
| 75 |
+
TMED10,0.08333333333333333,0.06,0.09,0.08333333333333333,0.08333333333333333,0.07766990291262135,0.06,0.09,0.075,0.07766990291262135,0.8587966121735356,0.6481481481481481,0.20373069631407967,0.14814814814814814,108.0,206.0,0.07728592030330761,0.5476445658131704,0.17467093467712402,0.0020855702459812164,0.02943204529583454,0.0005993066588416696,0.015198932960629463,0.7590361445783133,0.7831325301204819,0.8313253012048193,0.8517581002493627,0.38688798779139155
|
| 76 |
+
TMED2,0.12408759124087591,0.04,0.1,0.12408759124087591,0.12408759124087591,0.07399577167019028,0.04,0.1,0.1,0.07399577167019028,0.8587966121735356,0.5182481751824818,-0.06068568334982359,0.25547445255474455,137.0,473.0,0.07931287252492174,0.49087493290391837,0.1506301462650299,0.002223314018920064,0.030179083347320557,0.0007164170383475721,0.015979472547769547,0.7349397590361446,0.7469879518072289,0.7590361445783133,0.8517581002493627,0.38688798779139155
|
| 77 |
+
TMEM167A,0.16346153846153846,0.08,0.11,0.165,0.16346153846153846,0.1554160125588697,0.08,0.11,0.165,0.16,0.8587966121735356,0.7644230769230769,0.3627442351698645,0.47596153846153844,208.0,637.0,0.17564904181694063,0.6218033675309066,0.2719736695289612,0.002706116996705532,0.03108014352619648,0.0015925519401207566,0.019689450040459633,0.6144578313253012,0.5180722891566265,0.5301204819277108,0.8517581002493627,0.38688798779139155
|
| 78 |
+
TTI1,0.3283582089552239,0.08,0.17,0.23,0.322,0.3128140703517588,0.08,0.17,0.23,0.322,0.8587966121735356,0.7429519071310116,0.5159054346537537,0.8258706467661692,603.0,1592.0,0.31467694683884784,0.5274237260369592,0.5550527572631836,0.004200398921966553,0.04273737967014313,0.0027113333344459534,0.03295923396945,0.4819277108433735,0.5421686746987953,0.9879518072289156,0.8517581002493627,0.38688798779139155
|
| 79 |
+
TTI2,0.036585365853658534,0.04,0.036585365853658534,0.036585365853658534,0.036585365853658534,0.05410821643286573,0.04,0.04,0.03,0.05410821643286573,0.8587966121735356,0.6341463414634146,0.32053416919711364,0.32926829268292684,82.0,499.0,0.0584615640280481,0.5727701620081893,0.1058986708521843,0.0020056935027241707,0.02905840054154396,0.00036784104304388165,0.0134143540635705,0.963855421686747,0.9879518072289156,0.963855421686747,0.8517581002493627,0.38688798779139155
|
| 80 |
+
UFL1,0.03937007874015748,0.0,0.03,0.03937007874015748,0.03937007874015748,0.05396825396825397,0.0,0.03,0.045,0.05396825396825397,0.8587966121735356,0.5196850393700787,0.07750398387701538,0.13385826771653545,127.0,315.0,0.057200701479536334,0.45755262306039823,0.0799356997013092,0.002344695618376136,0.03043973632156849,0.0006604203954339027,0.015237582847476006,0.7710843373493976,0.7590361445783133,0.6024096385542168,0.8517581002493627,0.38688798779139155
|
| 81 |
+
UFM1,0.05128205128205128,0.02,0.05,0.05128205128205128,0.05128205128205128,0.07180851063829788,0.02,0.05,0.085,0.078,0.8587966121735356,0.5811965811965812,0.10685758815507501,0.46153846153846156,117.0,752.0,0.07965740021786658,0.556068466849136,0.10001951456069946,0.002102183410897851,0.029200660064816475,0.0004828573437407613,0.01352386549115181,0.8674698795180723,0.8795180722891567,0.5783132530120482,0.8517581002493627,0.38688798779139155
|
| 82 |
+
XBP1,0.013888888888888888,0.0,0.013888888888888888,0.013888888888888888,0.013888888888888888,0.019390581717451522,0.0,0.03,0.02,0.019390581717451522,0.8587966121735356,0.5277777777777778,-0.39115055630587175,0.09722222222222222,72.0,361.0,0.03183488827508617,0.4667185338865837,0.29635435342788696,0.007714130450040102,0.06136787310242653,0.006259487476199865,0.05623987689614296,0.12048192771084343,0.22891566265060237,0.9759036144578314,0.8517581002493627,0.38688798779139155
|
| 83 |
+
XRN1,0.3651226158038147,0.02,0.05,0.1,0.268,0.35997067448680353,0.02,0.05,0.1,0.268,0.8587966121735356,0.8596730245231607,0.15107393757284335,0.6689373297002725,734.0,1364.0,0.366337402153217,0.4947403480678917,0.1291145235300064,0.002563680987805128,0.03298600763082504,0.0013098781928420067,0.02396697923541069,0.6144578313253012,0.6746987951807228,1.0,0.8517581002493627,0.38688798779139155
|
| 84 |
+
YIPF5,0.3092269326683292,0.32,0.25,0.255,0.3092269326683292,0.2523191094619666,0.32,0.25,0.255,0.29,0.8587966121735356,0.8154613466334164,0.4787158968251015,0.6783042394014963,401.0,1078.0,0.3528874969591318,0.6454330090970197,0.6100534200668335,0.0022070137783885,0.028262341395020485,0.001101094763725996,0.015917042270302773,0.7590361445783133,0.6506024096385542,0.9879518072289156,0.8517581002493627,0.38688798779139155
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_epistasis_agg_results.csv
ADDED
|
@@ -0,0 +1,10 @@
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|
| 1 |
+
statistic,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine
|
| 2 |
+
count,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
|
| 3 |
+
null_count,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
| 4 |
+
mean,0.14968152866242038,0.1,0.11,0.125,0.14968152866242038,0.15780445969125215,0.1,0.11,0.125,0.144,NaN,0.5828025477707006,0.24155079503973503,0.5859872611464968,314.0,1166.0,0.17260308742665628,0.5135388096803197,0.35816267132759094,0.0026343041099607944,0.03244064375758171,0.0012516097631305456,0.015853526070713997,1.0,1.0,1.0
|
| 5 |
+
std,,,,,,,,,,,,,,,,,,,,,,,,,,
|
| 6 |
+
min,0.14968152866242038,0.1,0.11,0.125,0.14968152866242038,0.15780445969125215,0.1,0.11,0.125,0.144,NaN,0.5828025477707006,0.24155079503973503,0.5859872611464968,314.0,1166.0,0.17260308742665628,0.5135388096803197,0.35816267132759094,0.0026343041099607944,0.03244064375758171,0.0012516097631305456,0.015853526070713997,1.0,1.0,1.0
|
| 7 |
+
25%,0.14968152866242038,0.1,0.11,0.125,0.14968152866242038,0.15780445969125215,0.1,0.11,0.125,0.144,NaN,0.5828025477707006,0.24155079503973503,0.5859872611464968,314.0,1166.0,0.17260308742665628,0.5135388096803197,0.35816267132759094,0.0026343041099607944,0.03244064375758171,0.0012516097631305456,0.015853526070713997,1.0,1.0,1.0
|
| 8 |
+
50%,0.14968152866242038,0.1,0.11,0.125,0.14968152866242038,0.15780445969125215,0.1,0.11,0.125,0.144,NaN,0.5828025477707006,0.24155079503973503,0.5859872611464968,314.0,1166.0,0.17260308742665628,0.5135388096803197,0.35816267132759094,0.0026343041099607944,0.03244064375758171,0.0012516097631305456,0.015853526070713997,1.0,1.0,1.0
|
| 9 |
+
75%,0.14968152866242038,0.1,0.11,0.125,0.14968152866242038,0.15780445969125215,0.1,0.11,0.125,0.144,NaN,0.5828025477707006,0.24155079503973503,0.5859872611464968,314.0,1166.0,0.17260308742665628,0.5135388096803197,0.35816267132759094,0.0026343041099607944,0.03244064375758171,0.0012516097631305456,0.015853526070713997,1.0,1.0,1.0
|
| 10 |
+
max,0.14968152866242038,0.1,0.11,0.125,0.14968152866242038,0.15780445969125215,0.1,0.11,0.125,0.144,NaN,0.5828025477707006,0.24155079503973503,0.5859872611464968,314.0,1166.0,0.17260308742665628,0.5135388096803197,0.35816267132759094,0.0026343041099607944,0.03244064375758171,0.0012516097631305456,0.015853526070713997,1.0,1.0,1.0
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_epistasis_pred_de.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_epistasis_real_de.csv
ADDED
|
The diff for this file is too large to render.
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|
|
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/UPR_epistasis_results.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
perturbation,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine
|
| 2 |
+
ATF6,0.14968152866242038,0.1,0.11,0.125,0.14968152866242038,0.15780445969125215,0.1,0.11,0.125,0.144,NaN,0.5828025477707006,0.24155079503973503,0.5859872611464968,314.0,1166.0,0.17260308742665628,0.5135388096803197,0.35816267132759094,0.0026343041099607944,0.03244064375758171,0.0012516097631305456,0.015853526070713997,1.0,1.0,1.0
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/day7neuron_agg_results.csv
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
statistic , overlap_at_N , overlap_at_50 , overlap_at_100 , overlap_at_200 , overlap_at_500 , precision_at_N , precision_at_50 , precision_at_100 , precision_at_200 , precision_at_500 , de_spearman_sig , de_direction_match , de_spearman_lfc_sig , de_sig_genes_recall , de_nsig_counts_real, de_nsig_counts_pred, pr_auc , roc_auc , pearson_delta , mse , mae , mse_delta , mae_delta , discrimination_score_l1, discrimination_score_l2, discrimination_score_cosine, pearson_edistance , clustering_agreement
|
| 2 |
+
count , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0 , 18.0
|
| 3 |
+
null_count, 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0
|
| 4 |
+
mean , 0.007236506429208163, 0.0044444444444444444, 0.009444444444444445, 0.014722222222222223, 0.013666666666666667, 0.01517754868270332, 0.0044444444444444444, 0.009444444444444445, 0.01517754868270332, 0.01517754868270332, 0.5384881562532028 , 0.6141149003169895 , 0.09030341280865867 , 0.007236506429208163, 374.8333333333333, 11.055555555555555, 0.195579436643948 , 0.5090906433162349, 0.056162099767890244, 0.016908093717777066, 0.08474252455764347, 0.0073157808445911444, 0.053229273193412356, 0.5308641975308642 , 0.5308641975308642 , 0.6111111111111112 , 0.6721043250936282 , 0.019201115414640337
|
| 5 |
+
std , 0.030084240198950923, 0.018856180831641266 , 0.0400693842672377 , 0.0624610990048117 , 0.0579827560572969 , 0.06439288557197081, 0.018856180831641266 , 0.0400693842672377 , 0.06439288557197081, 0.06439288557197081, 1.1424100674951067e-16, 0.23078732921764794, 0.3006831050470527 , 0.030084240198950923, 537.7762764657919, 45.66691713112939 , 0.2818461282665439 , 0.0445059649048657, 0.19411218197822422 , 0.005754390735617205, 0.01611776436372402, 0.004839479283005885 , 0.019236927444439573, 0.2853365187133997 , 0.2897562533496051 , 0.27745078793191014, 1.1424100674951067e-16, 3.5700314609222084e-18
|
| 6 |
+
min , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.5384881562532028 , 0.16666666666666666, -0.3212121212121212 , 0.0 , 2.0 , 0.0 , 0.0010095911155981827, 0.4662911230288962, -0.18353497982025146, 0.009629433043301105, 0.06410180777311325, 0.0012174296425655484, 0.02206752449274063 , 0.11111111111111116, 0.05555555555555558, 0.16666666666666663, 0.6721043250936285 , 0.01920111541464034
|
| 7 |
+
25% , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.5384881562532028 , 0.45918367346938777, -0.1 , 0.0 , 15.0 , 0.0 , 0.012151898734177215 , 0.4913967611336032, -0.05635572969913483, 0.012682591564953327, 0.07256786525249481, 0.0030823317356407642, 0.03747512772679329 , 0.2777777777777778 , 0.2777777777777778 , 0.33333333333333337, 0.6721043250936285 , 0.01920111541464034
|
| 8 |
+
50% , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.5384881562532028 , 0.6494464944649446 , 0.020780547547038588, 0.0 , 88.0 , 0.0 , 0.04789571843385875 , 0.498982 , 0.015487084165215492, 0.014707636088132858, 0.08134480565786362, 0.005918951239436865 , 0.05252809077501297 , 0.5555555555555556 , 0.5 , 0.6111111111111112 , 0.6721043250936285 , 0.01920111541464034
|
| 9 |
+
75% , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.5384881562532028 , 0.8049180327868852 , 0.2876791941108098 , 0.0 , 561.0 , 0.0 , 0.2773865891940136 , 0.5085141312045324, 0.1537032127380371 , 0.020437641069293022, 0.09281672537326813, 0.011709120124578476 , 0.07046549022197723 , 0.7777777777777778 , 0.7777777777777778 , 0.8333333333333334 , 0.6721043250936285 , 0.01920111541464034
|
| 10 |
+
max , 0.1277591973244147 , 0.08 , 0.17 , 0.265 , 0.246 , 0.27319587628865977, 0.08 , 0.17 , 0.27319587628865977, 0.27319587628865977, 0.5384881562532028 , 1.0 , 1.0 , 0.1277591973244147 , 1651.0 , 194.0 , 0.8494378858039078 , 0.6737951587800921, 0.61195307970047 , 0.029711870476603508, 0.11924570053815842, 0.017750335857272148 , 0.0900203064084053 , 1.0 , 1.0 , 1.0 , 0.6721043250936285 , 0.01920111541464034
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/day7neuron_pred_de.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/day7neuron_real_de.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/day7neuron_results.csv
ADDED
|
@@ -0,0 +1,19 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
perturbation,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine,pearson_edistance,clustering_agreement
|
| 2 |
+
FECH,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.6494464944649446,0.00409129888263319,0.0,271.0,0.0,0.13446949085593624,0.49802052676397207,0.06073808670043945,0.01816653460264206,0.08910246193408966,0.010970689356327057,0.06550855934619904,0.2777777777777778,0.2777777777777778,0.7777777777777778,0.6721043250936285,0.01920111541464034
|
| 3 |
+
HACD2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,1.0,1.0,0.0,2.0,0.0,0.0010095911155981827,0.47697697697697694,-0.05145655572414398,0.013023631647229195,0.0742083266377449,0.0033784208353608847,0.03897804766893387,0.8888888888888888,0.8888888888888888,0.8333333333333334,0.6721043250936285,0.01920111541464034
|
| 4 |
+
HMGCS1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.16666666666666666,-0.0005639452057853449,0.0,66.0,0.0,0.03326082086697248,0.5035097615242392,-0.16875463724136353,0.029711870476603508,0.11924570053815842,0.017750335857272148,0.0900203064084053,0.11111111111111116,0.05555555555555558,0.33333333333333337,0.6721043250936285,0.01920111541464034
|
| 5 |
+
MAP3K12,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.5384615384615384,-0.06043956043956044,0.0,13.0,0.0,0.0065756196256954984,0.49572219426270764,0.015487084165215492,0.010540150105953217,0.06410180777311325,0.0012174296425655484,0.02206752449274063,1.0,1.0,0.33333333333333337,0.6721043250936285,0.01920111541464034
|
| 6 |
+
MAT2A,0.1277591973244147,0.08,0.17,0.265,0.246,0.27319587628865977,0.08,0.17,0.27319587628865977,0.27319587628865977,0.5384881562532028,0.8548494983277592,0.321443325211852,0.1277591973244147,1495.0,194.0,0.8494378858039078,0.6737951587800921,0.61195307970047,0.009629433043301105,0.06568864732980728,0.012513404712080956,0.07046549022197723,0.2222222222222222,0.2222222222222222,1.0,0.6721043250936285,0.01920111541464034
|
| 7 |
+
MMAB,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.27629233511586454,0.0444404193252843,0.0,561.0,1.0,0.2773865891940136,0.4829321709099333,-0.18353497982025146,0.01768198050558567,0.08905892819166183,0.005918951239436865,0.05252809077501297,0.5555555555555556,0.6111111111111112,0.33333333333333337,0.6721043250936285,0.01920111541464034
|
| 8 |
+
MVK,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.625,0.2876791941108098,0.0,88.0,0.0,0.045740148081871435,0.5062702073031571,0.09130005538463593,0.013809433206915855,0.07713991403579712,0.004308539908379316,0.04273902252316475,0.6666666666666667,0.6666666666666667,0.9444444444444444,0.6721043250936285,0.01920111541464034
|
| 9 |
+
PGGT1B,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.75,0.3226788508548412,0.0,24.0,0.0,0.012151898734177215,0.4913967611336032,0.06277817487716675,0.020437641069293022,0.09281672537326813,0.009239492937922478,0.06210359185934067,0.38888888888888884,0.4444444444444444,0.8333333333333334,0.6721043250936285,0.01920111541464034
|
| 10 |
+
PMVK,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.6666666666666666,-0.1,0.0,9.0,0.0,0.0045362903225806455,0.4932194876946258,0.2146960198879242,0.01794556900858879,0.08934132754802704,0.007883258163928986,0.0601176843047142,0.4444444444444444,0.4444444444444444,0.6111111111111112,0.6721043250936285,0.01920111541464034
|
| 11 |
+
PPCDC,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.6,-0.3212121212121212,0.0,10.0,0.0,0.013638660480499795,0.5262060301507537,-0.032430365681648254,0.011948361061513424,0.06910815089941025,0.002454340923577547,0.03154894337058067,0.9444444444444444,0.9444444444444444,0.8888888888888888,0.6721043250936285,0.01920111541464034
|
| 12 |
+
PPP1R8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.4,0.37142857142857144,0.0,15.0,0.0,0.007625826131164209,0.5002518891687657,-0.09180000424385071,0.02308684214949608,0.10249163955450058,0.011709120124578476,0.07143766433000565,0.2777777777777778,0.2777777777777778,0.2777777777777778,0.6721043250936285,0.01920111541464034
|
| 13 |
+
PPP2R1A,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.7559055118110236,0.13143506962435722,0.0,1651.0,0.0,0.8201604656171722,0.4849227437048658,-0.05635572969913483,0.025408394634723663,0.10967965424060822,0.01228716317564249,0.07658915966749191,0.16666666666666663,0.16666666666666663,0.5,0.6721043250936285,0.01920111541464034
|
| 14 |
+
RAB7A,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.8049180327868852,-0.19248127117941774,0.0,610.0,0.0,0.30616685997052906,0.4965390965915792,0.25159186124801636,0.013486254028975964,0.07407891005277634,0.0026944188866764307,0.034032952040433884,0.7222222222222222,0.7222222222222222,0.8333333333333334,0.6721043250936285,0.01920111541464034
|
| 15 |
+
RFK,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.2909090909090909,-0.17265512265512264,0.0,55.0,0.0,0.04789571843385875,0.5300771208226221,-0.03514730930328369,0.012390258722007275,0.07256786525249481,0.0030823317356407642,0.03747512772679329,0.8333333333333334,0.8333333333333334,0.5,0.6721043250936285,0.01920111541464034
|
| 16 |
+
SQLE,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.45918367346938777,-0.021874024265727272,0.0,98.0,0.0,0.0538671819943559,0.5085141312045324,-0.024950485676527023,0.025227593258023262,0.10643121600151062,0.013662065379321575,0.07709229737520218,0.2222222222222222,0.2222222222222222,0.38888888888888884,0.6721043250936285,0.01920111541464034
|
| 17 |
+
UBA1,0.002497918401332223,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.8467943380516236,0.020780547547038588,0.002497918401332223,1201.0,4.0,0.619034172697626,0.5300041996709043,0.29103654623031616,0.012682591564953327,0.0724630057811737,0.002567057032138109,0.033911895006895065,0.7777777777777778,0.7777777777777778,1.0,0.6721043250936285,0.01920111541464034
|
| 18 |
+
UQCRQ,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.8589743589743589,0.15611070013020942,0.0,78.0,0.0,0.037409008708006904,0.4662911230288962,0.1537032127380371,0.014707636088132858,0.07649635523557663,0.004344359505921602,0.04026055708527565,0.5555555555555556,0.5,0.4444444444444444,0.6721043250936285,0.01920111541464034
|
| 19 |
+
UROD,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5384881562532028,0.51,-0.1654005016020064,0.0,500.0,0.0,0.25006363095709844,0.498982,-0.09793625771999359,0.014461511746048927,0.08134480565786362,0.00570267578586936,0.05125000327825546,0.5,0.5,0.16666666666666663,0.6721043250936285,0.01920111541464034
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/pilot_agg_results.csv
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
statistic , overlap_at_N , overlap_at_50 , overlap_at_100 , overlap_at_200 , overlap_at_500 , precision_at_N , precision_at_50, precision_at_100 , precision_at_200 , precision_at_500 , de_spearman_sig , de_direction_match , de_spearman_lfc_sig, de_sig_genes_recall, de_nsig_counts_real, de_nsig_counts_pred, pr_auc , roc_auc , pearson_delta , mse , mae , mse_delta , mae_delta , discrimination_score_l1, discrimination_score_l2, discrimination_score_cosine, pearson_edistance , clustering_agreement
|
| 2 |
+
count , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0 , 7.0
|
| 3 |
+
null_count, 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0
|
| 4 |
+
mean , 0.027514207744194476, 0.024237484467471197, 0.029951770181756914, 0.027514207744194476, 0.027514207744194476, 0.025225775937078993, 0.02, 0.021428571428571432, 0.021011039547624916, 0.02500207986619136 , 0.5714285714285713 , 0.6164615275628101 , 0.17813789334117716, 0.20567851726631028, 44.42857142857143, 379.42857142857144, 0.03903607691629935 , 0.504903364081566 , 0.09737623469637972 , 0.0031579362361558844, 0.03618332690426281 , 0.0006995577922290457, 0.016722233965992928 , 0.6122448979591838, 0.5918367346938774, 0.7142857142857143 , 0.20249339844410888, 0.0
|
| 5 |
+
std , 0.027581881729260148, 0.023771548570283317, 0.03168319465849077 , 0.027581881729260148, 0.027581881729260148, 0.029573961048939973, 0.02, 0.028535691936340257, 0.020711205087301576, 0.030034675597888593, 1.199177923332954e-16, 0.13701306624813195, 0.3783193703904245 , 0.21116387587056537, 46.26322204825032, 401.1312574635461 , 0.05406108510106727 , 0.07792105777214794, 0.14236898382045868 , 0.0002838792345446761, 0.0016194690654683346, 0.0002738574174466827, 0.0018523899314417086, 0.305441419328485 , 0.3022429917214022, 0.21821789023599236, 0.0 , 0.0
|
| 6 |
+
min , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.5714285714285714 , 0.4523809523809524 , -0.4755244755244755, 0.0 , 9.0 , 22.0 , 0.0045180428369337635, 0.41191656136471333, -0.009833824820816517, 0.002782953204587102 , 0.034184616059064865 , 0.0004333582182880491, 0.014724105596542358 , 0.1428571428571429, 0.1428571428571429, 0.4285714285714286 , 0.20249339844410888, 0.0
|
| 7 |
+
25% , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.012195121951219513, 0.0 , 0.0 , 0.012195121951219513, 0.012195121951219513, 0.5714285714285714 , 0.5384615384615384 , 0.12373389514626043, 0.07692307692307693, 19.0 , 164.0 , 0.015388224137495726 , 0.46530194744812564, 0.021262498572468758 , 0.003073751926422119 , 0.03549812734127045 , 0.0005699198809452355, 0.015618400648236275 , 0.5714285714285714, 0.5714285714285714, 0.5714285714285714 , 0.20249339844410888, 0.0
|
| 8 |
+
50% , 0.029411764705882353, 0.029411764705882353, 0.029411764705882353, 0.029411764705882353, 0.029411764705882353, 0.013937282229965157, 0.02, 0.02 , 0.015 , 0.013937282229965157, 0.5714285714285714 , 0.5789473684210527 , 0.2123281823614787 , 0.14285714285714285, 34.0 , 165.0 , 0.02735256334666672 , 0.4873597857023272 , 0.0342339426279068 , 0.0030886756721884012, 0.03592170029878616 , 0.0006534011918120086, 0.01665402203798294 , 0.7142857142857143, 0.5714285714285714, 0.7142857142857143 , 0.20249339844410888, 0.0
|
| 9 |
+
75% , 0.05263157894736842 , 0.047619047619047616, 0.05263157894736842 , 0.05263157894736842 , 0.05263157894736842 , 0.03636363636363636 , 0.04, 0.03 , 0.03636363636363636 , 0.03636363636363636 , 0.5714285714285714 , 0.7552447552447552 , 0.5090818805607538 , 0.42105263157894735, 52.0 , 939.0 , 0.029976103786895192 , 0.582835312237574 , 0.19344663619995117 , 0.003285028738901019 , 0.03735339269042015 , 0.0008625482441857457, 0.018583552911877632 , 0.8571428571428572, 0.8571428571428572, 1.0 , 0.20249339844410888, 0.0
|
| 10 |
+
max , 0.06293706293706294 , 0.05263157894736842 , 0.08 , 0.06293706293706294 , 0.06293706293706294 , 0.08732694355697551 , 0.04, 0.08 , 0.06 , 0.088 , 0.5714285714285714 , 0.8235294117647058 , 0.6 , 0.5734265734265734 , 143.0 , 971.0 , 0.15926440202934536 , 0.589476991203399 , 0.3827168047428131 , 0.003708805190399289 , 0.03899499773979187 , 0.0012331277830526233, 0.019684357568621635 , 1.0 , 1.0 , 1.0 , 0.20249339844410888, 0.0
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/pilot_pred_de.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/pilot_real_de.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results/pilot_results.csv
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
perturbation, overlap_at_N , overlap_at_50 , overlap_at_100 , overlap_at_200 , overlap_at_500 , precision_at_N , precision_at_50, precision_at_100, precision_at_200 , precision_at_500 , de_spearman_sig , de_direction_match, de_spearman_lfc_sig , de_sig_genes_recall , de_nsig_counts_real, de_nsig_counts_pred, pr_auc , roc_auc , pearson_delta , mse , mae , mse_delta , mae_delta , discrimination_score_l1, discrimination_score_l2, discrimination_score_cosine, pearson_edistance , clustering_agreement
|
| 2 |
+
BHLHE40 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.013937282229965157, 0.0 , 0.0 , 0.005 , 0.013937282229965157, 0.5714285714285714, 0.5384615384615384, 0.2123281823614787 , 0.07692307692307693 , 52.0, 287.0, 0.02735256334666672 , 0.41191656136471333, 0.0342339426279068 , 0.0030941003933548927, 0.03549812734127045 , 0.0008625482441857457 , 0.018583552911877632, 0.2857142857142857, 0.2857142857142857, 0.5714285714285714, 0.20249339844410888, 0.0
|
| 3 |
+
CREB1 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.012195121951219513, 0.0 , 0.0 , 0.012195121951219513, 0.012195121951219513, 0.5714285714285714, 0.5 , -0.4755244755244755 , 0.16666666666666666 , 12.0, 164.0, 0.007022653029587489 , 0.4193284708249497 , 0.021262498572468758 , 0.002782953204587102 , 0.034184616059064865, 0.0004333582182880491 , 0.014724105596542358, 0.8571428571428572, 0.8571428571428572, 0.7142857142857143, 0.20249339844410888, 0.0
|
| 4 |
+
DDIT3 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.5714285714285714, 0.6666666666666666, 0.6 , 0.0 , 9.0, 22.0, 0.0045180428369337635, 0.4873597857023272 , 0.04701365530490875 , 0.0030886756721884012, 0.03592170029878616 , 0.00048137950943782926, 0.014955615624785423, 0.7142857142857143, 0.7142857142857143, 0.7142857142857143, 0.20249339844410888, 0.0
|
| 5 |
+
EP300 , 0.05263157894736842 , 0.05263157894736842 , 0.05263157894736842 , 0.05263157894736842 , 0.05263157894736842 , 0.008238928939237899, 0.02, 0.02, 0.015 , 0.006 , 0.5714285714285714, 0.5789473684210527, -0.12280701754385964, 0.42105263157894735 , 19.0, 971.0, 0.015388224137495726 , 0.46530194744812564, -0.009833824820816517, 0.003072238527238369 , 0.03483099490404129 , 0.0006534011918120086 , 0.016835583373904228, 1.0 , 1.0 , 0.4285714285714286, 0.20249339844410888, 0.0
|
| 6 |
+
SNAI1 , 0.047619047619047616, 0.047619047619047616, 0.047619047619047616, 0.047619047619047616, 0.047619047619047616, 0.03636363636363636 , 0.04, 0.03, 0.03636363636363636 , 0.03636363636363636 , 0.5714285714285714, 0.4523809523809524, 0.12373389514626043 , 0.14285714285714285 , 42.0, 165.0, 0.029976103786895192 , 0.578104479789873 , 0.012793930247426033 , 0.003285028738901019 , 0.03735339269042015 , 0.0006631697178818285 , 0.01665402203798294 , 0.5714285714285714, 0.5714285714285714, 0.5714285714285714, 0.20249339844410888, 0.0
|
| 7 |
+
SPI1 , 0.06293706293706294 , 0.04 , 0.08 , 0.06293706293706294 , 0.06293706293706294 , 0.08732694355697551 , 0.04, 0.08, 0.06 , 0.088 , 0.5714285714285714, 0.7552447552447552, 0.5090818805607538 , 0.5734265734265734 , 143.0, 939.0, 0.15926440202934536 , 0.582835312237574 , 0.3827168047428131 , 0.003708805190399289 , 0.03899499773979187 , 0.0012331277830526233 , 0.019684357568621635, 0.1428571428571429, 0.1428571428571429, 1.0 , 0.20249339844410888, 0.0
|
| 8 |
+
ZNF326 , 0.029411764705882353, 0.029411764705882353, 0.029411764705882353, 0.029411764705882353, 0.029411764705882353, 0.018518518518518517, 0.04, 0.02, 0.018518518518518517, 0.018518518518518517, 0.5714285714285714, 0.8235294117647058, 0.4001527883880825 , 0.058823529411764705, 34.0, 108.0, 0.029730549247171216 , 0.589476991203399 , 0.19344663619995117 , 0.003073751926422119 , 0.03649945929646492 , 0.0005699198809452355 , 0.015618400648236275, 0.7142857142857143, 0.5714285714285714, 1.0 , 0.20249339844410888, 0.0
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/CRISPRi_agg_results.csv
ADDED
|
@@ -0,0 +1,10 @@
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
statistic,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine,pearson_edistance,clustering_agreement
|
| 2 |
+
count,161.0,161.0,161.0,161.0,161.0,161.0,161.0,161.0,161.0,161.0,161.0,78.0,78.0,78.0,161.0,161.0,161.0,161.0,161.0,161.0,161.0,161.0,161.0,161.0,161.0,161.0,161.0,161.0
|
| 3 |
+
null_count,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,83.0,83.0,83.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
| 4 |
+
mean,0.0,0.0,0.0,0.0,0.0,0.00010760077671716099,0.0003726708074534161,0.00018633540372670805,0.00015527950310559007,0.00010877099905940602,0.20262360722216752,0.601508214008214,NaN,0.03205128205128205,0.84472049689441,31.049689440993788,NaN,NaN,0.03688746651342451,0.004591864851876075,0.04699112953884261,0.0028092734600989994,0.03769397154820632,0.5034142201303963,0.505497473091316,0.5182284634080475,0.5490605621487034,0.0
|
| 5 |
+
std,0.0,0.0,0.0,0.0,0.0,0.0007742839548123742,0.0027129777822910693,0.0013564888911455346,0.0010341603249205374,0.0007770129647242116,0.0,0.4595339070310095,NaN,0.14969351157664587,1.5311719621387245,110.21347474573129,NaN,NaN,0.1063390619083219,0.0014578793014501322,0.007381655377958139,0.0014411144489278312,0.008632550256220612,0.2885850254366818,0.28822993087441445,0.28575713846937917,0.0,0.0
|
| 6 |
+
min,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,-1.0,0.0,0.0,0.0,0.0005042864346949068,0.008504252126062983,-0.18811489641666412,0.0027178828604519367,0.03547487035393715,0.0010932352161034942,0.024506310001015663,0.018633540372670843,0.012422360248447228,0.006211180124223614,0.5490605621487032,0.0
|
| 7 |
+
25%,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,0.0,0.0,0.0015873015873015873,0.5182591295647824,-0.018295997753739357,0.0035045838449150324,0.04119731858372688,0.0017417056951671839,0.030953146517276764,0.2422360248447205,0.26086956521739135,0.26086956521739135,0.5490605621487032,0.0
|
| 8 |
+
50%,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,0.0,0.0,NaN,NaN,0.03019068017601967,0.004228551872074604,0.045467276126146317,0.0024428791366517544,0.03595798462629318,0.4782608695652174,0.484472049689441,0.5465838509316769,0.5490605621487032,0.0
|
| 9 |
+
75%,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,2.0,NaN,NaN,0.08061914145946503,0.005181433632969856,0.051028840243816376,0.003302463563159108,0.0424862764775753,0.7391304347826086,0.7453416149068324,0.7701863354037267,0.5490605621487032,0.0
|
| 10 |
+
max,0.0,0.0,0.0,0.0,0.0,0.007782101167315175,0.02,0.01,0.01,0.007782101167315175,0.20262360722216746,1.0,1.0,1.0,11.0,796.0,0.043478260869565216,0.9889944972486243,0.4114885926246643,0.010140735656023026,0.07109688967466354,0.008308963850140572,0.06558328866958618,1.0,1.0,1.0,0.5490605621487032,0.0
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/CRISPRi_pred_de.csv
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:552183ff08aff9e81efd32201b0993db198dcd37d8e96e041352e0d5f9cfdd01
|
| 3 |
+
size 36904656
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/CRISPRi_real_de.csv
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
|
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|
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|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:102303e824e628eb4588c22cdec88d7fa2a0bdb5ac9ce3781f9ae4c6ac208d87
|
| 3 |
+
size 41694634
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/CRISPRi_results.csv
ADDED
|
@@ -0,0 +1,162 @@
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|
| 1 |
+
perturbation,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine,pearson_edistance,clustering_agreement
|
| 2 |
+
ADAM10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,4.0,0.0020833333333333333,0.7603801900950475,0.20160791277885437,0.004482684191316366,0.046699028462171555,0.0030049721244722605,0.04030466079711914,0.2360248447204969,0.24844720496894412,0.7515527950310559,0.5490605621487032,0.0
|
| 3 |
+
ADARB2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.043478260869565216,0.9889944972486243,0.032815370708703995,0.005291393026709557,0.05066139996051788,0.003709781216457486,0.04372478276491165,0.1863354037267081,0.16149068322981364,0.7701863354037267,0.5490605621487032,0.0
|
| 4 |
+
AFG3L2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,137.0,0.0019230769230769232,0.7403701850925463,0.08836493641138077,0.0063396948389709,0.05353829264640808,0.004039013758301735,0.04356611520051956,0.19875776397515532,0.16149068322981364,0.8819875776397516,0.5490605621487032,0.0
|
| 5 |
+
AIFM1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.23733144998550415,0.004352109972387552,0.04618564620614052,0.002391538117080927,0.03618844971060753,0.4782608695652174,0.49068322981366463,0.9503105590062112,0.5490605621487032,0.0
|
| 6 |
+
AKAP9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.5,-1.0,0.0,2.0,0.0,0.0059551593228777695,0.6417667667667668,-0.11607187986373901,0.004579264670610428,0.047232937067747116,0.0031588133424520493,0.03905029222369194,0.44720496894409933,0.3229813664596274,0.06211180124223603,0.5490605621487032,0.0
|
| 7 |
+
AMFR,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.000931098696461825,0.4637318659329665,0.06675166636705399,0.003599404590204358,0.043223846703767776,0.0020355505403131247,0.033640969544649124,0.6149068322981366,0.639751552795031,0.8385093167701864,0.5490605621487032,0.0
|
| 8 |
+
ANO10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,1.0,NaN,NaN,0.14553236961364746,0.0035872722510248423,0.04126203805208206,0.0015953326364979148,0.029890982434153557,0.7329192546583851,0.7577639751552795,0.7453416149068324,0.5490605621487032,0.0
|
| 9 |
+
AP2A2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.08061914145946503,0.00339515320956707,0.041349831968545914,0.0016918845940381289,0.030986923724412918,0.7763975155279503,0.8012422360248448,0.6521739130434783,0.5490605621487032,0.0
|
| 10 |
+
APEX1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.05325128138065338,0.003493448020890355,0.04104911535978317,0.0017449333099648356,0.031049255281686783,0.8136645962732919,0.8260869565217391,0.9440993788819876,0.5490605621487032,0.0
|
| 11 |
+
ARID1B,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,0.0,0.0009174311926605505,0.4554777388694347,-0.11895039677619934,0.007990008220076561,0.06474658101797104,0.006427746266126633,0.058574363589286804,0.04347826086956519,0.0496894409937888,0.07453416149068326,0.5490605621487032,0.0
|
| 12 |
+
ATG5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.02393478713929653,0.00453983386978507,0.04809417575597763,0.002660549944266677,0.03881296515464783,0.36645962732919257,0.40993788819875776,0.7888198757763976,0.5490605621487032,0.0
|
| 13 |
+
ATP1A3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.07162909209728241,0.0034545226953923702,0.04078323766589165,0.001658606342971325,0.029644031077623367,0.8881987577639752,0.8757763975155279,0.7267080745341614,0.5490605621487032,0.0
|
| 14 |
+
ATP5F1C,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.0007980845969672786,0.3741870935467734,0.052465081214904785,0.005430382676422596,0.053079087287187576,0.0034692499320954084,0.04395628347992897,0.16149068322981364,0.17391304347826086,0.34782608695652173,0.5490605621487032,0.0
|
| 15 |
+
ATP5PD,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,27.0,NaN,NaN,-0.10490009933710098,0.005837072152644396,0.05297650024294853,0.003651436185464263,0.043722350150346756,0.2360248447204969,0.2422360248447205,0.07453416149068326,0.5490605621487032,0.0
|
| 16 |
+
ATP6AP2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.047434572130441666,0.004911544732749462,0.04840711131691933,0.003028359729796648,0.04016467556357384,0.31055900621118016,0.2981366459627329,0.49068322981366463,0.5490605621487032,0.0
|
| 17 |
+
ATXN10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,10.0,0.003215434083601286,0.8449224612306153,-0.018295997753739357,0.004965089727193117,0.0499185174703598,0.0031307286117225885,0.041180357336997986,0.45962732919254656,0.484472049689441,0.7080745341614907,0.5490605621487032,0.0
|
| 18 |
+
BAX,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,0.0,0.0009132420091324201,0.4532266133066533,0.05167197436094284,0.003399378154426813,0.03971577808260918,0.0015503085451200604,0.029287055134773254,0.8695652173913043,0.8757763975155279,0.8695652173913043,0.5490605621487032,0.0
|
| 19 |
+
BCS1L,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.11314298957586288,0.003794725053012371,0.04279090836644173,0.001938333036378026,0.03273923322558403,0.6149068322981366,0.6149068322981366,0.7577639751552795,0.5490605621487032,0.0
|
| 20 |
+
BECN1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.11248432099819183,0.003432933706790209,0.04060060903429985,0.0015422470169141889,0.028846802189946175,0.8757763975155279,0.8633540372670807,0.7950310559006211,0.5490605621487032,0.0
|
| 21 |
+
BIN1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.11788319796323776,0.004638600163161755,0.047853611409664154,0.0027789187151938677,0.0382208377122879,0.4782608695652174,0.4782608695652174,0.484472049689441,0.5490605621487032,0.0
|
| 22 |
+
BLMH,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,2.0,NaN,NaN,0.16443876922130585,0.004681925289332867,0.049125611782073975,0.0027423310093581676,0.03935353830456734,0.2857142857142857,0.3229813664596274,0.45341614906832295,0.5490605621487032,0.0
|
| 23 |
+
BNIP1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,13.0,NaN,NaN,-0.04576331749558449,0.003298079129308462,0.039533257484436035,0.0017173937521874905,0.03040684200823307,0.8571428571428572,0.8633540372670807,0.08074534161490687,0.5490605621487032,0.0
|
| 24 |
+
CASP3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.0018214936247723133,0.7258629314657328,0.22336165606975555,0.0032910818699747324,0.03868354484438896,0.0014498041709885001,0.026444414630532265,0.9751552795031055,0.8695652173913043,0.7142857142857143,0.5490605621487032,0.0
|
| 25 |
+
CDC42EP3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.005593800451606512,0.0047841458581388,0.048949167132377625,0.002937492448836565,0.03939412906765938,0.3229813664596274,0.3291925465838509,0.1863354037267081,0.5490605621487032,0.0
|
| 26 |
+
CDH11,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.02646339125931263,0.0038280615117400885,0.042192891240119934,0.0019733088556677103,0.0330914705991745,0.639751552795031,0.6583850931677019,0.22360248447204967,0.5490605621487032,0.0
|
| 27 |
+
CELF1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,1.0,0.000715307582260372,0.3016508254127063,-0.17429381608963013,0.006205135490745306,0.056530509144067764,0.00450562871992588,0.0489172488451004,0.20496894409937894,0.21739130434782605,0.26086956521739135,0.5490605621487032,0.0
|
| 28 |
+
CEP63,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,0.0,0.003787878787878788,0.8686843421710855,-0.005835882853716612,0.0032298683654516935,0.040117889642715454,0.001730778138153255,0.03068048134446144,0.8012422360248448,0.782608695652174,0.1863354037267081,0.5490605621487032,0.0
|
| 29 |
+
COASY,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,1.0,0.0,2.0,1.0,0.0017615520895063932,0.5760760760760761,0.018986525014042854,0.003713994286954403,0.04234892129898071,0.0020307309459894896,0.03315027058124542,0.5962732919254659,0.5838509316770186,0.35403726708074534,0.5490605621487032,0.0
|
| 30 |
+
COG4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,0.0,0.000864304235090752,0.4224612306153076,0.055258385837078094,0.0037232975009828806,0.041488658636808395,0.001717237289994955,0.030483171343803406,0.7204968944099379,0.7142857142857143,0.35403726708074534,0.5490605621487032,0.0
|
| 31 |
+
COX10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,1.0,0.002364066193853428,0.7888944472236118,-0.005032695364207029,0.0029809116385877132,0.03754435107111931,0.001391820260323584,0.02730344422161579,0.9813664596273292,0.9751552795031055,0.8385093167701864,0.5490605621487032,0.0
|
| 32 |
+
COX15,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,2.0,NaN,NaN,0.06374504417181015,0.0034912433475255966,0.04082215949892998,0.0017417056951671839,0.030953146517276764,0.68944099378882,0.68944099378882,0.1863354037267081,0.5490605621487032,0.0
|
| 33 |
+
CREBBP,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.8,0.2,0.0,5.0,0.0,0.002091913132699167,0.32471177944862156,0.07276584953069687,0.004014714155346155,0.04465009272098541,0.0024428791366517544,0.03545645624399185,0.4782608695652174,0.44099378881987583,0.7763975155279503,0.5490605621487032,0.0
|
| 34 |
+
CTSD,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,2.0,NaN,NaN,0.09233447909355164,0.005329012870788574,0.051028840243816376,0.0031831064261496067,0.041488420218229294,0.26708074534161486,0.27329192546583847,0.937888198757764,0.5490605621487032,0.0
|
| 35 |
+
CYB561,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.0617927722632885,0.0035045838449150324,0.04091235250234604,0.0018354575149714947,0.030979976058006287,0.6956521739130435,0.6335403726708074,0.8198757763975155,0.5490605621487032,0.0
|
| 36 |
+
CYCS,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.6666666666666666,0.5,0.0,3.0,3.0,0.020151228672673365,0.5981472208312468,0.31198248267173767,0.00579823087900877,0.05484512448310852,0.004107791930437088,0.04733816906809807,0.06832298136645965,0.07453416149068326,0.8819875776397516,0.5490605621487032,0.0
|
| 37 |
+
DAP,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.0037282928824424744,0.0034891848918050528,0.04092281684279442,0.001869525178335607,0.031709346920251846,0.6335403726708074,0.6335403726708074,0.08074534161490687,0.5490605621487032,0.0
|
| 38 |
+
DBR1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,424.0,NaN,NaN,-0.022530997171998024,0.005013579502701759,0.04766104742884636,0.0026743230409920216,0.036677535623311996,0.5465838509316769,0.5341614906832298,0.06211180124223603,0.5490605621487032,0.0
|
| 39 |
+
DCTN1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.0369054451584816,0.004651651252061129,0.04952424764633179,0.003264741040766239,0.04274468868970871,0.1925465838509317,0.2360248447204969,0.5093167701863355,0.5490605621487032,0.0
|
| 40 |
+
DMXL1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,0.0,0.0008680555555555555,0.42471235617808906,-0.02947918511927128,0.0029875244945287704,0.036976881325244904,0.0012350821634754539,0.02623007632791996,0.9875776397515528,0.9875776397515528,0.6149068322981366,0.5490605621487032,0.0
|
| 41 |
+
DNAJC6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.625,0.23809523809523808,0.0,8.0,0.0,0.005854866891801974,0.4971762048192771,-0.11284080892801285,0.005826080683618784,0.05248164013028145,0.004207970108836889,0.04543113708496094,0.15527950310559002,0.1366459627329193,0.1863354037267081,0.5490605621487032,0.0
|
| 42 |
+
DNM2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.003076923076923077,0.8381690845422711,-0.01554100215435028,0.003582540899515152,0.0416547916829586,0.0015516512794420123,0.029145091772079468,0.8881987577639752,0.8881987577639752,0.5590062111801242,0.5490605621487032,0.0
|
| 43 |
+
DROSHA,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,49.0,0.0008944543828264759,0.4412206103051526,0.01703128032386303,0.003961152862757444,0.04424784705042839,0.0023428834974765778,0.03581010177731514,0.5217391304347826,0.5465838509316769,0.1863354037267081,0.5490605621487032,0.0
|
| 44 |
+
DYNC1H1,0.0,0.0,0.0,0.0,0.0,0.005291005291005291,0.02,0.01,0.005,0.005291005291005291,0.20262360722216746,1.0,-0.7714285714285715,0.3333333333333333,6.0,378.0,0.006592121176370672,0.7308592443998663,0.39780640602111816,0.007894542068243027,0.0617792047560215,0.005914353299885988,0.05502783879637718,0.018633540372670843,0.012422360248447228,0.9875776397515528,0.5490605621487032,0.0
|
| 45 |
+
ECHS1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,-1.0,0.0,3.0,0.0,0.0020995893414553456,0.5349691203471874,0.1069171354174614,0.004795686807483435,0.048972293734550476,0.003135350299999118,0.0411054752767086,0.22360248447204967,0.22360248447204967,0.8633540372670807,0.5490605621487032,0.0
|
| 46 |
+
EEF2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.5714285714285714,0.42857142857142855,0.0,7.0,74.0,0.005057652645041169,0.43222708049602176,0.050885237753391266,0.005166734103113413,0.047931648790836334,0.0032244944013655186,0.03956569358706474,0.27329192546583847,0.21118012422360244,0.22981366459627328,0.5490605621487032,0.0
|
| 47 |
+
EIF2S1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,283.0,NaN,NaN,-0.022565091028809547,0.008236713707447052,0.061676591634750366,0.006232301704585552,0.05568975582718849,0.08695652173913049,0.0993788819875776,0.0993788819875776,0.5490605621487032,0.0
|
| 48 |
+
EIF4G1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,31.0,NaN,NaN,0.2137828916311264,0.004608945455402136,0.04647361487150192,0.0025349659845232964,0.036784470081329346,0.4161490683229814,0.4285714285714286,0.5900621118012422,0.5490605621487032,0.0
|
| 49 |
+
ELMO1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,0.0,0.0010090817356205853,0.5047523761880941,-0.015673760324716568,0.003495114156976342,0.04271446540951729,0.002054176526144147,0.03344764932990074,0.6335403726708074,0.6459627329192547,0.3416149068322981,0.5490605621487032,0.0
|
| 50 |
+
ELOVL5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.0017761989342806395,0.71935967983992,0.04369555413722992,0.0031341996509581804,0.03883712366223335,0.0015279097715392709,0.02892221137881279,0.8509316770186335,0.8633540372670807,0.2360248447204969,0.5490605621487032,0.0
|
| 51 |
+
ELP3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,20.0,0.0005291005291005291,0.05502751375687842,0.03621703386306763,0.004059861414134502,0.043998513370752335,0.002123243873938918,0.03350039944052696,0.6086956521739131,0.5962732919254659,0.3913043478260869,0.5490605621487032,0.0
|
| 52 |
+
EPC2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,0.0,0.0005396654074473826,0.0742871435717859,0.000966832390986383,0.003691983176395297,0.043253540992736816,0.0020779224578291178,0.03391161933541298,0.6211180124223603,0.6335403726708074,0.7701863354037267,0.5490605621487032,0.0
|
| 53 |
+
EWSR1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,0.0,0.002320185614849188,0.7848924462231115,-0.11781442910432816,0.00536556588485837,0.051954109221696854,0.0034432164393365383,0.04234132170677185,0.31055900621118016,0.31677018633540377,0.31055900621118016,0.5490605621487032,0.0
|
| 54 |
+
EXOC4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.00072992700729927,0.31540770385192596,0.0363493375480175,0.004078699741512537,0.04449482262134552,0.0023864239919930696,0.035619039088487625,0.4658385093167702,0.4720496894409938,0.22981366459627328,0.5490605621487032,0.0
|
| 55 |
+
FAM171A2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.160513237118721,0.007104753516614437,0.06168735399842262,0.0055404892191290855,0.054855864495038986,0.0993788819875776,0.11180124223602483,0.20496894409937894,0.5490605621487032,0.0
|
| 56 |
+
FARP1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.3333333333333333,1.0,0.0,3.0,3.0,0.0049335991391668945,0.6675012518778167,0.3461484909057617,0.006462686229497194,0.05758890137076378,0.004757802002131939,0.05000276863574982,0.08695652173913049,0.08695652173913049,1.0,0.5490605621487032,0.0
|
| 57 |
+
FBXO7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,0.0,0.0006443298969072165,0.2243621810905453,-0.06001168116927147,0.004254867322742939,0.04619497433304787,0.0027143792249262333,0.037968095391988754,0.45962732919254656,0.45962732919254656,0.21739130434782605,0.5490605621487032,0.0
|
| 58 |
+
FERMT2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.02149260602891445,0.003757209051400423,0.04267638549208641,0.002009093761444092,0.033432696014642715,0.5900621118012422,0.6024844720496895,0.30434782608695654,0.5490605621487032,0.0
|
| 59 |
+
FOXC1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.011233977042138577,0.0031426046043634415,0.03918816149234772,0.0014541688142344356,0.028458451852202415,0.9254658385093167,0.9316770186335404,0.3354037267080745,0.5490605621487032,0.0
|
| 60 |
+
FOXRED1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,5.0,NaN,NaN,-0.034060217440128326,0.0036535130348056555,0.04169110581278801,0.0016834029229357839,0.03019058145582676,0.7204968944099379,0.7142857142857143,0.018633540372670843,0.5490605621487032,0.0
|
| 61 |
+
FXN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,0.0,0.0026041666666666665,0.8084042021010505,0.044220369309186935,0.003446462331339717,0.04028729349374771,0.0014571873471140862,0.02847135253250599,0.9192546583850931,0.9254658385093167,0.8571428571428572,0.5490605621487032,0.0
|
| 62 |
+
GARS1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,12.0,NaN,NaN,-0.18811489641666412,0.005952351726591587,0.05321593955159187,0.004044461529701948,0.0450047105550766,0.21739130434782605,0.18012422360248448,0.03105590062111796,0.5490605621487032,0.0
|
| 63 |
+
GLE1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.008225817233324051,0.0033525184262543917,0.039446212351322174,0.0014135310193523765,0.028172550722956657,0.906832298136646,0.9130434782608696,0.19875776397515532,0.5490605621487032,0.0
|
| 64 |
+
GOLIM4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,9.0,0.0019193857965451055,0.7401200600300151,0.1740305870771408,0.0033993329852819443,0.04003918543457985,0.001613333122804761,0.029965275898575783,0.7763975155279503,0.7701863354037267,0.6024844720496895,0.5490605621487032,0.0
|
| 65 |
+
GRN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.02127659574468085,0.9769884942471235,0.0734543576836586,0.003155437996610999,0.038137733936309814,0.0012515814742073417,0.026081668213009834,0.9813664596273292,0.9875776397515528,0.6335403726708074,0.5490605621487032,0.0
|
| 66 |
+
GSR,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.015015152283012867,0.0033305261749774218,0.04011962562799454,0.0015347545268014073,0.029449066147208214,0.8136645962732919,0.8633540372670807,0.08074534161490687,0.5490605621487032,0.0
|
| 67 |
+
GSTA4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,10.0,NaN,NaN,0.01272149570286274,0.0040514818392694,0.0443858727812767,0.002192526822909713,0.03472229838371277,0.484472049689441,0.5031055900621118,0.07453416149068326,0.5490605621487032,0.0
|
| 68 |
+
GTF2H3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,1.0,NaN,NaN,0.08844008296728134,0.004571550525724888,0.04820461943745613,0.0029222904704511166,0.03913867846131325,0.36024844720496896,0.3229813664596274,0.68944099378882,0.5490605621487032,0.0
|
| 69 |
+
HEXA,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.16247214376926422,0.004452091176062822,0.045467276126146317,0.002576469909399748,0.03560042008757591,0.49689440993788825,0.45962732919254656,0.0993788819875776,0.5490605621487032,0.0
|
| 70 |
+
HNRNPA2B1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,1.0,0.0,3.0,0.0,0.0016102012147024176,0.40702720747788346,0.013607815839350224,0.008271723054349422,0.06634814292192459,0.006465221755206585,0.05864124372601509,0.037267080745341574,0.03105590062111796,0.3354037267080745,0.5490605621487032,0.0
|
| 71 |
+
HSPA5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,408.0,0.0006662225183211193,0.24962481240620316,0.1324232667684555,0.009511750191450119,0.0675087422132492,0.007085672114044428,0.06068722531199455,0.024844720496894457,0.03105590062111796,0.6086956521739131,0.5490605621487032,0.0
|
| 72 |
+
HSPA9,0.0,0.0,0.0,0.0,0.0,0.0024390243902439024,0.0,0.0,0.005,0.0024390243902439024,0.20262360722216746,0.5,-1.0,0.5,2.0,410.0,0.0034103827207275484,0.5778278278278278,0.08179312199354172,0.008065172471106052,0.05974474176764488,0.006188314873725176,0.05397186800837517,0.06832298136645965,0.06211180124223603,0.7639751552795031,0.5490605621487032,0.0
|
| 73 |
+
HTT,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.0007627765064836003,0.3449224612306153,0.037976693361997604,0.0034965570084750652,0.04064343497157097,0.0018016084795817733,0.031144188717007637,0.7391304347826086,0.7329192546583851,0.7018633540372671,0.5490605621487032,0.0
|
| 74 |
+
HYOU1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,2.0,NaN,NaN,0.014816006645560265,0.0035473371390253305,0.04118915647268295,0.001698321313597262,0.030462799593806267,0.7453416149068324,0.7577639751552795,0.24844720496894412,0.5490605621487032,0.0
|
| 75 |
+
KIF1B,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,2.0,0.0005356186395286556,0.06703351675837921,-0.1031520739197731,0.009675705805420876,0.07048318535089493,0.008102696388959885,0.06497067213058472,0.06211180124223603,0.08074534161490687,0.6149068322981366,0.5490605621487032,0.0
|
| 76 |
+
KIFAP3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.08444565534591675,0.003908716142177582,0.04315125197172165,0.0017133053625002503,0.03152254596352577,0.639751552795031,0.6956521739130435,0.3850931677018633,0.5490605621487032,0.0
|
| 77 |
+
LRPPRC,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.0008389261744966443,0.40445222611305653,0.023424221202731133,0.005065674427896738,0.05238915979862213,0.003752004588022828,0.04537877440452576,0.19875776397515532,0.24844720496894412,0.8385093167701864,0.5490605621487032,0.0
|
| 78 |
+
MAPT,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.0020530286710709333,0.0032284753397107124,0.04041584953665733,0.001594139845110476,0.029659288004040718,0.8757763975155279,0.8695652173913043,0.6211180124223603,0.5490605621487032,0.0
|
| 79 |
+
MRPL10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,12.0,NaN,NaN,-0.012138373218476772,0.003689680015668273,0.04286022484302521,0.0019872658886015415,0.032536331564188004,0.6832298136645962,0.6583850931677019,0.3726708074534162,0.5490605621487032,0.0
|
| 80 |
+
MTA1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,1.0,NaN,NaN,0.053534578531980515,0.003947481978684664,0.04552402347326279,0.0022822932805866003,0.03559268265962601,0.515527950310559,0.5403726708074534,0.8136645962732919,0.5490605621487032,0.0
|
| 81 |
+
NCSTN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.07792779803276062,0.004688653163611889,0.04872533306479454,0.002963379491120577,0.03947252035140991,0.40993788819875776,0.39751552795031053,0.5465838509316769,0.5490605621487032,0.0
|
| 82 |
+
NDUFA2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,29.0,NaN,NaN,0.007675974164158106,0.006551459431648254,0.056810393929481506,0.004483044147491455,0.04880140721797943,0.08695652173913049,0.10559006211180122,0.35403726708074534,0.5490605621487032,0.0
|
| 83 |
+
NDUFA9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.16771407425403595,0.0067408112809062,0.056422535330057144,0.0044855824671685696,0.04762572795152664,0.15527950310559002,0.1490683229813664,0.05590062111801242,0.5490605621487032,0.0
|
| 84 |
+
NDUFAF2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.0005757052389176742,0.13181590795397696,0.31053560972213745,0.005398057401180267,0.0525418184697628,0.003881902666762471,0.04555126279592514,0.09316770186335399,0.09316770186335399,0.8944099378881988,0.5490605621487032,0.0
|
| 85 |
+
NDUFAF5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,1.0,0.0015174506828528073,0.6708354177088545,0.02628106065094471,0.004877414088696241,0.05103200301527977,0.0032123723067343235,0.0424862764775753,0.3850931677018633,0.44720496894409933,0.9440993788819876,0.5490605621487032,0.0
|
| 86 |
+
NDUFAF6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.0005844535359438924,0.1448224112056028,-0.04589731618762016,0.0035602583084255457,0.041648898273706436,0.0019783249590545893,0.03269930183887482,0.6211180124223603,0.6273291925465838,0.16770186335403725,0.5490605621487032,0.0
|
| 87 |
+
NDUFS8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,1.0,NaN,NaN,0.14389418065547943,0.004020761698484421,0.04506528377532959,0.0023699384182691574,0.03585159406065941,0.44720496894409933,0.4720496894409938,0.937888198757764,0.5490605621487032,0.0
|
| 88 |
+
NSF,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,1.0,0.002570694087403599,0.8061530765382692,0.0773678570985794,0.005347490776330233,0.05134076625108719,0.0034133412409573793,0.04262160882353783,0.1925465838509317,0.18012422360248448,0.782608695652174,0.5490605621487032,0.0
|
| 89 |
+
NTRK2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.45454545454545453,0.12727272727272726,0.0,11.0,0.0,0.0045316008843546175,0.3714749302984597,0.03107414022088051,0.004626023583114147,0.04746025428175926,0.0028510852716863155,0.03770754858851433,0.44099378881987583,0.39751552795031053,0.8571428571428572,0.5490605621487032,0.0
|
| 90 |
+
OPA3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,1.0,0.002564102564102564,0.8056528264132066,-0.045590590685606,0.004170516971498728,0.045949388295412064,0.0025301657151430845,0.036840032786130905,0.5217391304347826,0.5279503105590062,0.2795031055900621,0.5490605621487032,0.0
|
| 91 |
+
OSBPL6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,2.0,NaN,NaN,0.23380321264266968,0.0049235145561397076,0.05000850558280945,0.003242444945499301,0.041608646512031555,0.15527950310559002,0.16149068322981364,0.9006211180124224,0.5490605621487032,0.0
|
| 92 |
+
PARP1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,0.0,0.0005141388174807198,0.027513756878439266,-0.13578669726848602,0.004203073680400848,0.04474947601556778,0.0026557131204754114,0.036955323070287704,0.49068322981366463,0.484472049689441,0.30434782608695654,0.5490605621487032,0.0
|
| 93 |
+
PAXIP1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,1.0,0.0005868544600938967,0.1485742871435718,-0.0024440865963697433,0.0027178828604519367,0.03547487035393715,0.0010932352161034942,0.024506310001015663,1.0,1.0,0.24844720496894412,0.5490605621487032,0.0
|
| 94 |
+
PCDH1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,1.0,NaN,NaN,0.17196911573410034,0.0035411331336945295,0.041507914662361145,0.0017134806839749217,0.030627217143774033,0.7453416149068324,0.7453416149068324,0.422360248447205,0.5490605621487032,0.0
|
| 95 |
+
PDS5B,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.006711409395973154,0.9259629814907454,0.026321910321712494,0.005332444328814745,0.05149076133966446,0.0033093064557760954,0.042347200214862823,0.2422360248447205,0.26086956521739135,0.7391304347826086,0.5490605621487032,0.0
|
| 96 |
+
PFDN1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,1.0,NaN,NaN,0.0297074131667614,0.005280886776745319,0.0528915636241436,0.00377830327488482,0.04602213203907013,0.1925465838509317,0.19875776397515532,0.515527950310559,0.5490605621487032,0.0
|
| 97 |
+
PFN1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,0.0,0.001002004008016032,0.5017508754377189,0.03270569443702698,0.005458686035126448,0.051578257232904434,0.003496672725304961,0.0429002121090889,0.2422360248447205,0.22981366459627328,0.8012422360248448,0.5490605621487032,0.0
|
| 98 |
+
PGBD1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.09585142880678177,0.0037084203213453293,0.042410943657159805,0.0018902258016169071,0.03175951912999153,0.7329192546583851,0.7267080745341614,0.31677018633540377,0.5490605621487032,0.0
|
| 99 |
+
PIP4P2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,1.0,NaN,NaN,0.08553357422351837,0.0034670522436499596,0.040986962616443634,0.0017253102269023657,0.030330942943692207,0.7453416149068324,0.7080745341614907,0.7080745341614907,0.5490605621487032,0.0
|
| 100 |
+
PLD3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.8,0.7,0.0,5.0,3.0,0.002814959447944169,0.4728320802005012,0.11563852429389954,0.007081659510731697,0.05914901942014694,0.005010743625462055,0.05008342117071152,0.037267080745341574,0.03105590062111796,0.7267080745341614,0.5490605621487032,0.0
|
| 101 |
+
PMPCA,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,106.0,NaN,NaN,0.07640847563743591,0.004564184695482254,0.046129606664180756,0.0023376173339784145,0.03499620035290718,0.5962732919254659,0.6086956521739131,0.6149068322981366,0.5490605621487032,0.0
|
| 102 |
+
POLG,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,7.0,NaN,NaN,-0.1209501251578331,0.003811577567830682,0.04355204850435257,0.0022897724993526936,0.035124365240335464,0.670807453416149,0.6335403726708074,0.4347826086956522,0.5490605621487032,0.0
|
| 103 |
+
PON2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,2.0,NaN,NaN,0.02217518724501133,0.003303003730252385,0.03902238979935646,0.0013620915124192834,0.02727648988366127,0.9627329192546584,0.9503105590062112,0.49068322981366463,0.5490605621487032,0.0
|
| 104 |
+
POU4F1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.0716463029384613,0.005187594797462225,0.05093979462981224,0.003302463563159108,0.04261959344148636,0.30434782608695654,0.31677018633540377,0.3913043478260869,0.5490605621487032,0.0
|
| 105 |
+
PPP1R37,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,5.0,NaN,NaN,0.06851684302091599,0.0036798107903450727,0.041191015392541885,0.0016255262307822704,0.030082721263170242,0.7950310559006211,0.8385093167701864,0.26708074534161486,0.5490605621487032,0.0
|
| 106 |
+
PPP2R2B,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.11631973087787628,0.0047149439342319965,0.04877699166536331,0.0030268917325884104,0.03962337598204613,0.3726708074534162,0.3416149068322981,0.1490683229813664,0.5490605621487032,0.0
|
| 107 |
+
PRNP,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,1.0,NaN,NaN,-0.09791397303342819,0.004526233766227961,0.04715834930539131,0.002863108180463314,0.039077285677194595,0.3229813664596274,0.31677018633540377,0.006211180124223614,0.5490605621487032,0.0
|
| 108 |
+
PRRC2C,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,1.0,0.0010090817356205853,0.5057528764382191,0.06229887530207634,0.004870973527431488,0.05046394094824791,0.003367191180586815,0.04277397319674492,0.22981366459627328,0.22981366459627328,0.5465838509316769,0.5490605621487032,0.0
|
| 109 |
+
PSAP,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,1.0,0.0005330490405117271,0.06203101550775392,0.02224085107445717,0.003458998166024685,0.04073777794837952,0.0018196894088760018,0.030883941799402237,0.6832298136645962,0.6335403726708074,0.2981366459627329,0.5490605621487032,0.0
|
| 110 |
+
PSMF1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,2.0,NaN,NaN,-0.007175144273787737,0.004228551872074604,0.04623494669795036,0.002594965510070324,0.037847016006708145,0.35403726708074534,0.3788819875776398,0.24844720496894412,0.5490605621487032,0.0
|
| 111 |
+
PVR,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,1.0,NaN,NaN,0.1101899966597557,0.0034649167209863663,0.041410963982343674,0.0015993952983990312,0.02980387583374977,0.8260869565217391,0.8571428571428572,0.7763975155279503,0.5490605621487032,0.0
|
| 112 |
+
RAB10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.05343164876103401,0.0051844739355146885,0.05177166312932968,0.0031421775929629803,0.04203907400369644,0.2795031055900621,0.3229813664596274,0.670807453416149,0.5490605621487032,0.0
|
| 113 |
+
RAB7A,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.06328099220991135,0.004274663981050253,0.04593620449304581,0.002545736962929368,0.0363309420645237,0.45962732919254656,0.45341614906832295,0.0993788819875776,0.5490605621487032,0.0
|
| 114 |
+
RBM17,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.01488552987575531,0.004027011804282665,0.04537516459822655,0.0023871383164077997,0.03595798462629318,0.5403726708074534,0.5341614906832298,0.422360248447205,0.5490605621487032,0.0
|
| 115 |
+
REEP2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.076568603515625,0.007375527173280716,0.06401791423559189,0.005828098859637976,0.056771766394376755,0.08695652173913049,0.09316770186335399,0.5403726708074534,0.5490605621487032,0.0
|
| 116 |
+
RELN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.04522842541337013,0.003122239373624325,0.03832269832491875,0.0014162693405523896,0.027931610122323036,0.9503105590062112,0.9627329192546584,0.9565217391304348,0.5490605621487032,0.0
|
| 117 |
+
RFC3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,46.0,0.0030581039755351682,0.8369184592296148,0.020533857867121696,0.003770200302824378,0.04163800925016403,0.0019211128819733858,0.032157596200704575,0.6521739130434783,0.6645962732919255,0.1428571428571429,0.5490605621487032,0.0
|
| 118 |
+
RGS2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,1.0,NaN,NaN,-0.01234576664865017,0.003387578995898366,0.04098069667816162,0.001702504581771791,0.030495041981339455,0.84472049689441,0.8322981366459627,0.7701863354037267,0.5490605621487032,0.0
|
| 119 |
+
RHOT1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.0005385029617662897,0.0720360180090045,0.14145158231258392,0.008136585354804993,0.06466781347990036,0.0066909571178257465,0.05893859639763832,0.018633540372670843,0.018633540372670843,0.9813664596273292,0.5490605621487032,0.0
|
| 120 |
+
RIMBP2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.05082058161497116,0.004776515066623688,0.04847856983542442,0.0027475275564938784,0.03812021762132645,0.40993788819875776,0.422360248447205,0.3229813664596274,0.5490605621487032,0.0
|
| 121 |
+
RPL14,0.0,0.0,0.0,0.0,0.0,0.0018115942028985507,0.02,0.01,0.005,0.002,0.20262360722216746,1.0,NaN,1.0,1.0,552.0,0.0019455252918287938,0.7433716858429215,0.035146232694387436,0.010140735656023026,0.07109688967466354,0.008308963850140572,0.06558328866958618,0.08695652173913049,0.09316770186335399,0.422360248447205,0.5490605621487032,0.0
|
| 122 |
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| 127 |
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| 128 |
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| 131 |
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| 132 |
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| 136 |
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TAF1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,1.0,0.0,2.0,796.0,0.001287925532071929,0.4181681681681682,0.20774947106838226,0.004512577783316374,0.04400007799267769,0.0027338694781064987,0.035072874277830124,0.9875776397515528,0.9937888198757764,0.782608695652174,0.5490605621487032,0.0
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| 137 |
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| 141 |
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| 142 |
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TRAP1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,-0.10430163145065308,0.005558956880122423,0.05262698233127594,0.003621004754677415,0.04372374340891838,0.2981366459627329,0.2795031055900621,0.26086956521739135,0.5490605621487032,0.0
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| 143 |
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TRIM26,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.03019068017601967,0.0032944336999207735,0.039869263768196106,0.001752746058627963,0.03061016835272312,0.8260869565217391,0.8074534161490683,0.639751552795031,0.5490605621487032,0.0
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| 144 |
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TRIP4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.0026595744680851063,0.8126563281640821,0.04291093721985817,0.003803239669650793,0.04325814172625542,0.0018390248296782374,0.03171273320913315,0.7453416149068324,0.7639751552795031,0.68944099378882,0.5490605621487032,0.0
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| 145 |
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| 148 |
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UBTD2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,210.0,NaN,NaN,0.4114885926246643,0.0045128269121050835,0.04809002950787544,0.002744903787970543,0.03811444342136383,0.31055900621118016,0.2919254658385093,0.9813664596273292,0.5490605621487032,0.0
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| 149 |
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| 150 |
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VPS35,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.06947488337755203,0.004343302454799414,0.0472697839140892,0.002537087071686983,0.03759727254509926,0.3788819875776398,0.40993788819875776,0.49689440993788825,0.5490605621487032,0.0
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VPS54,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,11.0,0.001455604075691412,0.6568284142071035,0.2124870866537094,0.0033380298409610987,0.03990306705236435,0.001331697916612029,0.02755226567387581,0.8944099378881988,0.9316770186335404,0.6459627329192547,0.5490605621487032,0.0
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WDR45,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.07124537229537964,0.0029574476648122072,0.037592124193906784,0.0012925703777000308,0.02694830298423767,0.9565217391304348,0.9565217391304348,0.4161490683229814,0.5490605621487032,0.0
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WWOX,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,0.0,NaN,0.0,1.0,1.0,0.001037344398340249,0.5182591295647824,0.04580315575003624,0.004057869780808687,0.04527083784341812,0.0023133764043450356,0.0359436497092247,0.422360248447205,0.45962732919254656,0.16149068322981364,0.5490605621487032,0.0
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XIAP,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.012091237120330334,0.005068520549684763,0.05085103586316109,0.003133359830826521,0.041695695370435715,0.2795031055900621,0.2981366459627329,0.7639751552795031,0.5490605621487032,0.0
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| 158 |
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XRCC1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,,,,0.0,0.0,NaN,NaN,0.035365793853998184,0.003123814007267356,0.03865242749452591,0.001309816143475473,0.027358565479516983,0.9440993788819876,0.9503105590062112,0.11180124223602483,0.5490605621487032,0.0
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| 159 |
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YARS1,0.0,0.0,0.0,0.0,0.0,0.007782101167315175,0.02,0.01,0.01,0.007782101167315175,0.20262360722216746,1.0,-0.5,0.6666666666666666,3.0,257.0,0.025603050900425795,0.7060590886329493,0.2445981651544571,0.006057525984942913,0.05417083948850632,0.0037425037007778883,0.04450903460383415,0.21118012422360244,0.27329192546583847,0.8385093167701864,0.5490605621487032,0.0
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| 160 |
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ZNF292,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.0007698229407236335,0.3506753376688344,0.06527438014745712,0.004238991532474756,0.044092725962400436,0.002383887069299817,0.03433440253138542,0.5403726708074534,0.484472049689441,0.7950310559006211,0.5490605621487032,0.0
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| 161 |
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ZNF592,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,2.0,0.0012903225806451613,0.6128064032016007,0.04603221267461777,0.003498286474496126,0.04119731858372688,0.0017506484873592854,0.03148006647825241,0.7080745341614907,0.7888198757763976,0.3416149068322981,0.5490605621487032,0.0
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| 162 |
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ZNF599,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.20262360722216746,1.0,NaN,0.0,1.0,0.0,0.0005042864346949068,0.008504252126062983,0.10821106284856796,0.0031118474435061216,0.03852025419473648,0.0014565067831426859,0.028134658932685852,0.906832298136646,0.8944099378881988,0.5465838509316769,0.5490605621487032,0.0
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OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA524331_agg_results.csv
ADDED
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|
| 1 |
+
statistic,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine,pearson_edistance,clustering_agreement
|
| 2 |
+
count,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0
|
| 3 |
+
null_count,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
| 4 |
+
mean,0.057154846666744544,0.04176114890400605,0.041353517319903874,0.04867776811234249,0.05563014906472344,0.044977275295771287,0.03761904761904762,0.03738095238095238,0.04741973186888441,0.053236139935427064,0.24339698044847036,0.589726916269343,NaN,0.5417985694983429,86.5,1089.5238095238096,0.050688426818859114,0.4945038349013132,0.11210546143619078,0.003687674157498848,0.038135752436660585,0.0024662138506149254,0.029991100098760354,0.6337868480725622,0.6462585034013606,0.7653061224489794,0.9270345731164753,0.18259000080787582
|
| 5 |
+
std,0.14100226777775668,0.1004266645248168,0.0982455862259372,0.11423572189898648,0.13615753919394544,0.10195661409059259,0.09829794240978637,0.09543378559617757,0.11185296728049579,0.1340490971071599,5.618403823820216e-17,0.2364150248218085,NaN,0.25840362704957714,195.26670316736968,434.7844006275248,0.10284528886848315,0.12454175249304375,0.22941041873510434,0.0019719795816576396,0.0075766978540164585,0.0018132679189905294,0.00884360059179022,0.2849851507872805,0.28958715784568917,0.218507351998438,2.2473615295280866e-16,0.0
|
| 6 |
+
min,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.24339698044847047,0.0,-0.8571428571428571,0.0,1.0,143.0,0.0005336179295624333,0.06303151575787891,-0.19324903190135956,0.0021234427113085985,0.030437732115387917,0.0007951064617373049,0.018998458981513977,0.11904761904761907,0.11904761904761907,0.19047619047619047,0.9270345731164756,0.18259000080787582
|
| 7 |
+
25%,0.0,0.0,0.0,0.0,0.0,0.0033003300330033004,0.0,0.0,0.0,0.004,0.24339698044847047,0.43478260869565216,-0.25,0.3333333333333333,7.0,831.0,0.004620092039398365,0.4062114356232003,0.005625668913125992,0.002492151688784361,0.03208379074931145,0.0012500133598223329,0.023971708491444588,0.40476190476190477,0.38095238095238093,0.6904761904761905,0.9270345731164756,0.18259000080787582
|
| 8 |
+
50%,0.0,0.0,0.0,0.0,0.0,0.005695687550854353,0.0,0.01,0.005,0.006,0.24339698044847047,0.6220472440944882,0.10685483870967742,0.5555555555555556,11.0,1144.0,0.00912254093786093,0.5163559536243496,0.07591671496629715,0.003017282346263528,0.035726990550756454,0.001933385501615703,0.027749042958021164,0.6904761904761905,0.7380952380952381,0.8095238095238095,0.9270345731164756,0.18259000080787582
|
| 9 |
+
75%,0.04504504504504504,0.04,0.05,0.04504504504504504,0.04504504504504504,0.032846715328467155,0.04,0.03,0.03,0.028,0.24339698044847047,0.7777777777777778,0.42657342657342656,0.7086614173228346,55.0,1358.0,0.0475962288191259,0.564003006012024,0.14159266650676727,0.003812274197116494,0.041109584271907806,0.0028439403977245092,0.03371759131550789,0.8809523809523809,0.9047619047619048,0.9523809523809523,0.9270345731164756,0.18259000080787582
|
| 10 |
+
max,0.596816976127321,0.46,0.44,0.545,0.584,0.4118918918918919,0.46,0.44,0.545,0.584,0.24339698044847047,1.0,0.8556481051394751,1.0,781.0,1850.0,0.41028362324431245,0.7114236285507003,0.864851176738739,0.010562052018940449,0.06185594201087952,0.008672145195305347,0.05665210634469986,1.0,1.0,1.0,0.9270345731164756,0.18259000080787582
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA524331_pred_de.csv
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:5c6e925b59013743534c171d77f2cda265024bae1682082f0fbc4e17ec9223c4
|
| 3 |
+
size 10614946
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA524331_real_de.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:c5f64d443ef3b5c1a7b0140a5f1525a7d35044e3754391e9e9a0587819d329ef
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| 3 |
+
size 11072352
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA524331_results.csv
ADDED
|
@@ -0,0 +1,43 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
perturbation,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine,pearson_edistance,clustering_agreement
|
| 2 |
+
ARNT,0.14285714285714285,0.14285714285714285,0.14285714285714285,0.14285714285714285,0.14285714285714285,0.0024067388688327317,0.02,0.01,0.005,0.002,0.24339698044847047,0.42857142857142855,-0.25,0.2857142857142857,7.0,831.0,0.00912254093786093,0.5840441545408931,-0.0759282261133194,0.002156978938728571,0.030437732115387917,0.0007991475868038833,0.018998458981513977,0.9285714285714286,0.9047619047619048,0.47619047619047616,0.9270345731164756,0.18259000080787582
|
| 3 |
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ATF3,0.0,0.0,0.0,0.0,0.0,0.0028776978417266188,0.0,0.01,0.005,0.004,0.24339698044847047,0.8333333333333334,0.42657342657342656,0.3333333333333333,12.0,1390.0,0.004108981925318995,0.27058182427900734,0.18717341125011444,0.002631582785397768,0.03341066092252731,0.0012500133598223329,0.024515286087989807,0.7142857142857143,0.6428571428571428,1.0,0.9270345731164756,0.18259000080787582
|
| 4 |
+
ATF7,0.0,0.0,0.0,0.0,0.0,0.0023219814241486067,0.0,0.0,0.0,0.0,0.24339698044847047,0.7142857142857143,0.42857142857142855,0.42857142857142855,7.0,1292.0,0.0032895876137913685,0.39663823381836427,-0.05984708294272423,0.0035103182308375835,0.038301270455121994,0.002768324688076973,0.030760357156395912,0.7857142857142857,0.7142857142857143,0.5476190476190477,0.9270345731164756,0.18259000080787582
|
| 5 |
+
CREB3,0.0,0.0,0.0,0.0,0.0,0.004615384615384616,0.0,0.0,0.0,0.004,0.24339698044847047,0.6363636363636364,-0.16363636363636364,0.5454545454545454,11.0,1300.0,0.00585244174117021,0.4062114356232003,0.1432802379131317,0.002492151688784361,0.031192399561405182,0.0015900537837296724,0.02544902078807354,0.8571428571428572,0.7619047619047619,0.9047619047619048,0.9270345731164756,0.18259000080787582
|
| 6 |
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CTCF,0.0,0.0,0.0,0.0,0.0,0.008547008547008548,0.0,0.01,0.005,0.006,0.24339698044847047,0.43478260869565216,-0.010869565217391304,0.21739130434782608,23.0,585.0,0.008143228874659415,0.29866288403597896,0.030258234590291977,0.0037033529952168465,0.03930794447660446,0.002642538631334901,0.03288036957383156,0.23809523809523814,0.23809523809523814,0.7857142857142857,0.9270345731164756,0.18259000080787582
|
| 7 |
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E2F6,0.0,0.0,0.0,0.0,0.0,0.0022900763358778627,0.0,0.0,0.0,0.002,0.24339698044847047,0.8,-0.1,0.6,5.0,1310.0,0.009112244392945348,0.47789473684210526,0.02173258177936077,0.0021234427113085985,0.031065238639712334,0.001334445201791823,0.026046734303236008,0.5476190476190477,0.6190476190476191,0.6904761904761905,0.9270345731164756,0.18259000080787582
|
| 8 |
+
ELF3,0.058823529411764705,0.08,0.058823529411764705,0.058823529411764705,0.058823529411764705,0.037520391517128875,0.08,0.04,0.055,0.042,0.24339698044847047,0.29411764705882354,-0.5432301408558232,0.3382352941176471,68.0,613.0,0.04698126472264305,0.5571032760930459,-0.19324903190135956,0.002983873477205634,0.03511309251189232,0.0020668881479650736,0.027998775243759155,0.38095238095238093,0.33333333333333337,0.19047619047619047,0.9270345731164756,0.18259000080787582
|
| 9 |
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ESRRA,0.0,0.0,0.0,0.0,0.0,0.007462686567164179,0.0,0.0,0.015,0.006,0.24339698044847047,0.6,0.07878787878787878,0.7,10.0,938.0,0.020608988406673117,0.5795477386934673,0.11604350060224533,0.002435901202261448,0.03208379074931145,0.0010052102152258158,0.020841265097260475,0.8809523809523809,0.9047619047619048,0.9047619047619048,0.9270345731164756,0.18259000080787582
|
| 10 |
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ETV5,0.0,0.0,0.0,0.0,0.0,0.0026595744680851063,0.0,0.0,0.005,0.004,0.24339698044847047,0.8,0.7,0.6,5.0,1128.0,0.003459800547393206,0.49413533834586465,0.08542775362730026,0.0030440788250416517,0.036531105637550354,0.001933385501615703,0.029069809243083,0.5952380952380952,0.8095238095238095,0.8095238095238095,0.9270345731164756,0.18259000080787582
|
| 11 |
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FOXA2,0.0,0.0,0.0,0.0,0.0,0.05128205128205128,0.0,0.0,0.01,0.02,0.24339698044847047,0.6220472440944882,0.06770247469066366,0.7086614173228346,127.0,1755.0,0.0475962288191259,0.37264735928297266,0.07842611521482468,0.004672903101891279,0.04352547600865364,0.004334468860179186,0.04477626085281372,0.16666666666666663,0.1428571428571429,0.6666666666666667,0.9270345731164756,0.18259000080787582
|
| 12 |
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FOXA3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.24339698044847047,0.0,NaN,0.0,1.0,1392.0,0.0005336179295624333,0.06303151575787891,-0.024639355018734932,0.002213944448158145,0.030587805435061455,0.0010428319219499826,0.02253374457359314,1.0,1.0,0.8095238095238095,0.9270345731164756,0.18259000080787582
|
| 13 |
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FOXH1,0.596816976127321,0.44,0.44,0.545,0.584,0.39603960396039606,0.44,0.44,0.545,0.584,0.24339698044847047,0.9190981432360743,0.8556481051394751,0.9549071618037135,754.0,1818.0,0.41028362324431245,0.535641373349626,0.864851176738739,0.009455844759941101,0.055381812155246735,0.007242273073643446,0.04708196595311165,1.0,1.0,1.0,0.9270345731164756,0.18259000080787582
|
| 14 |
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FOXJ3,0.0,0.0,0.0,0.0,0.0,0.00370919881305638,0.0,0.0,0.0,0.006,0.24339698044847047,0.6,0.3,1.0,5.0,1348.0,0.004267030067749207,0.6571428571428571,-0.09032531827688217,0.002287090988829732,0.031213512644171715,0.001046476885676384,0.022728126496076584,0.7857142857142857,0.8333333333333334,0.33333333333333337,0.9270345731164756,0.18259000080787582
|
| 15 |
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FOXM1,0.0,0.0,0.0,0.0,0.0,0.0033003300330033004,0.0,0.0,0.0,0.004,0.24339698044847047,0.375,-0.38095238095238093,0.375,8.0,909.0,0.00554033844130817,0.5427334337349398,0.2667875289916992,0.0026706065982580185,0.034411948174238205,0.001143798348493874,0.024082079529762268,0.7142857142857143,0.9761904761904762,0.9761904761904762,0.9270345731164756,0.18259000080787582
|
| 16 |
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FOXQ1,0.0,0.0,0.0,0.0,0.0,0.008849557522123894,0.0,0.02,0.01,0.008849557522123894,0.24339698044847047,0.7272727272727273,-0.21818181818181817,0.2727272727272727,11.0,339.0,0.015278698969490101,0.4864710452945747,0.04545694217085838,0.00236302986741066,0.03197348862886429,0.0011768204858526587,0.020859340205788612,0.5952380952380952,0.47619047619047616,0.8095238095238095,0.9270345731164756,0.18259000080787582
|
| 17 |
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GATA4,0.0,0.0,0.0,0.0,0.0,0.004978662873399715,0.0,0.0,0.0,0.006,0.24339698044847047,0.8125,0.34705882352941175,0.4375,16.0,1406.0,0.0072839906205736295,0.3802450856854839,0.15536785125732422,0.0027627272065728903,0.03479226306080818,0.0014547958271577954,0.02658171020448208,0.7380952380952381,0.8571428571428572,1.0,0.9270345731164756,0.18259000080787582
|
| 18 |
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GATA6,0.0,0.0,0.0,0.0,0.0,0.02097902097902098,0.0,0.02,0.02097902097902098,0.02097902097902098,0.24339698044847047,0.22727272727272727,-0.5098814229249012,0.13636363636363635,22.0,143.0,0.017882043109200788,0.6396727640408126,-0.15214036405086517,0.004417936317622662,0.04532928392291069,0.003342598443850875,0.0371234305202961,0.1428571428571429,0.16666666666666663,0.26190476190476186,0.9270345731164756,0.18259000080787582
|
| 19 |
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GSC,0.04504504504504504,0.06,0.05,0.04504504504504504,0.04504504504504504,0.05964912280701754,0.06,0.05,0.075,0.058,0.24339698044847047,0.6576576576576577,0.29274306774306774,0.3063063063063063,111.0,570.0,0.061455228937783046,0.5163559536243496,0.33996817469596863,0.0030409747269004583,0.03703867644071579,0.0016956347972154617,0.02543216198682785,0.40476190476190477,0.38095238095238093,0.9523809523809523,0.9270345731164756,0.18259000080787582
|
| 20 |
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HBP1,0.0,0.0,0.0,0.0,0.0,0.0018399264029438822,0.0,0.0,0.0,0.0,0.24339698044847047,1.0,0.5,0.6666666666666666,3.0,1087.0,0.004545050442647875,0.6309464196294442,-0.05163922905921936,0.0025835856795310974,0.03373159095644951,0.001787438872270286,0.025728799402713776,0.8571428571428572,0.7857142857142857,0.5714285714285714,0.9270345731164756,0.18259000080787582
|
| 21 |
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HMBOX1,0.0,0.0,0.0,0.0,0.0,0.004088307440719542,0.0,0.0,0.005,0.006,0.24339698044847047,0.14285714285714285,-0.8571428571428571,0.7142857142857143,7.0,1223.0,0.007253514676009107,0.5793849903232744,-0.01308945007622242,0.003640043782070279,0.038411594927310944,0.0020525874570012093,0.02912215143442154,0.7857142857142857,0.7619047619047619,0.4285714285714286,0.9270345731164756,0.18259000080787582
|
| 22 |
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HSF2,0.0,0.0,0.0,0.0,0.0,0.00645682001614205,0.0,0.01,0.01,0.006,0.24339698044847047,0.7777777777777778,0.3333333333333333,0.8888888888888888,9.0,1239.0,0.016964414409724682,0.7114236285507003,0.07591671496629715,0.0024150528479367495,0.03181251883506775,0.0012971254764124751,0.02261047065258026,0.9761904761904762,0.9523809523809523,0.8095238095238095,0.9270345731164756,0.18259000080787582
|
| 23 |
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JUND,0.0,0.0,0.0,0.0,0.0,0.005520504731861199,0.0,0.0,0.01,0.004,0.24339698044847047,0.6,-0.006060606060606061,0.7,10.0,1268.0,0.054962215337347665,0.5037688442211055,0.00943004246801138,0.002470280509442091,0.031952183693647385,0.0014532970963045955,0.023971708491444588,0.9761904761904762,0.9523809523809523,0.8095238095238095,0.9270345731164756,0.18259000080787582
|
| 24 |
+
MAX,0.07857142857142857,0.08,0.06,0.07857142857142857,0.07857142857142857,0.07058823529411765,0.08,0.06,0.08,0.074,0.24339698044847047,0.6285714285714286,0.2180315322210317,0.7285714285714285,140.0,1445.0,0.08178875219076755,0.5122830261136713,0.10959523171186447,0.005898859817534685,0.04818611219525337,0.005255877040326595,0.043969519436359406,0.3571428571428571,0.3571428571428571,0.8095238095238095,0.9270345731164756,0.18259000080787582
|
| 25 |
+
MIXL1,0.11398963730569948,0.08,0.1,0.11398963730569948,0.11398963730569948,0.09930555555555555,0.08,0.1,0.115,0.096,0.24339698044847047,0.694300518134715,0.39365718978687037,0.7409326424870466,193.0,1440.0,0.09427391624338395,0.5025247239434438,0.14159266650676727,0.003812274197116494,0.0379546582698822,0.003154412843286991,0.031229538843035698,0.4285714285714286,0.2857142857142857,0.9523809523809523,0.9270345731164756,0.18259000080787582
|
| 26 |
+
MLXIP,0.0,0.0,0.0,0.0,0.0,0.0035398230088495575,0.0,0.0,0.005,0.004,0.24339698044847047,0.875,0.5476190476190477,0.5,8.0,1130.0,0.004620092039398365,0.47464859437751006,0.05276910215616226,0.002402864396572113,0.031763575971126556,0.0011916625080630183,0.022068534046411514,0.9285714285714286,0.9523809523809523,0.8095238095238095,0.9270345731164756,0.18259000080787582
|
| 27 |
+
MNT,0.0,0.0,0.0,0.0,0.0,0.011049723756906077,0.0,0.0,0.005,0.004,0.24339698044847047,0.5161290322580645,0.10685483870967742,0.5161290322580645,31.0,1448.0,0.01118762270559051,0.3469585019413818,0.055416081100702286,0.003435504389926791,0.038032881915569305,0.0021870869677513838,0.03216438367962837,0.4285714285714286,0.4285714285714286,0.9523809523809523,0.9270345731164756,0.18259000080787582
|
| 28 |
+
NFYB,0.0,0.0,0.0,0.0,0.0,0.003472222222222222,0.0,0.0,0.005,0.003472222222222222,0.24339698044847047,0.5,-0.19047619047619047,0.125,8.0,288.0,0.005841797273476912,0.5416352911646587,0.005625668913125992,0.004205353558063507,0.04465711861848831,0.0026796136517077684,0.03593568503856659,0.16666666666666663,0.2857142857142857,0.7380952380952381,0.9270345731164756,0.18259000080787582
|
| 29 |
+
OTX2,0.1111111111111111,0.1111111111111111,0.1111111111111111,0.1111111111111111,0.1111111111111111,0.002967359050445104,0.02,0.01,0.005,0.002967359050445104,0.24339698044847047,0.6666666666666666,-0.38333333333333336,0.1111111111111111,9.0,337.0,0.004169831063355487,0.42323790390088734,0.0943276584148407,0.00437623355537653,0.04519365727901459,0.0028439403977245092,0.03732923045754433,0.11904761904761907,0.23809523809523814,0.9761904761904762,0.9270345731164756,0.18259000080787582
|
| 30 |
+
PBX2,0.0,0.0,0.0,0.0,0.0,0.005649717514124294,0.0,0.01,0.005649717514124294,0.005649717514124294,0.24339698044847047,0.75,-0.4,0.25,4.0,177.0,0.006037242232293564,0.564003006012024,0.11066383868455887,0.002774469554424286,0.03559126704931259,0.0007951064617373049,0.019637729972600937,0.6666666666666667,0.7619047619047619,0.9285714285714286,0.9270345731164756,0.18259000080787582
|
| 31 |
+
RARA,0.0,0.0,0.0,0.0,0.0,0.0017482517482517483,0.0,0.0,0.0,0.0,0.24339698044847047,0.25,0.8,0.5,4.0,1144.0,0.00178480541746558,0.33254008016032066,0.11872414499521255,0.0023704208433628082,0.0318320095539093,0.0011763713555410504,0.022082317620515823,1.0,1.0,0.9523809523809523,0.9270345731164756,0.18259000080787582
|
| 32 |
+
SMAD2,0.5749039692701664,0.46,0.44,0.43,0.56,0.4118918918918919,0.46,0.44,0.43,0.56,0.24339698044847047,0.9180537772087067,0.8268923072892671,0.9756722151088348,781.0,1850.0,0.4085179687931826,0.5165854550076204,0.8581369519233704,0.010562052018940449,0.06185594201087952,0.0074340058490633965,0.050973083823919296,1.0,1.0,1.0,0.9270345731164756,0.18259000080787582
|
| 33 |
+
SMAD4,0.11801242236024845,0.04,0.07,0.11801242236024845,0.11801242236024845,0.09924385633270322,0.04,0.07,0.12,0.128,0.24339698044847047,0.6086956521739131,0.35435932827237177,0.6521739130434783,161.0,1058.0,0.15145394123057648,0.6087834665747993,0.25497132539749146,0.004978443030267954,0.04379555210471153,0.004315147176384926,0.03832763433456421,0.16666666666666663,0.11904761904761907,0.7619047619047619,0.9270345731164756,0.18259000080787582
|
| 34 |
+
SOX11,0.03636363636363636,0.04,0.03636363636363636,0.03636363636363636,0.03636363636363636,0.030191458026509573,0.04,0.02,0.02,0.028,0.24339698044847047,0.7090909090909091,0.34653679653679653,0.7454545454545455,55.0,1358.0,0.03545512143831628,0.5498714652956298,0.31772685050964355,0.0028215404599905014,0.0339849554002285,0.0016880943439900875,0.02505331113934517,1.0,1.0,1.0,0.9270345731164756,0.18259000080787582
|
| 35 |
+
SOX17,0.4343163538873995,0.14,0.13,0.275,0.398,0.3828509011469143,0.14,0.13,0.275,0.398,0.24339698044847047,0.8083109919571045,0.5903340732164132,0.9396782841823056,746.0,1831.0,0.38191119499876464,0.4973650003634482,0.7215935587882996,0.00960261095315218,0.058042559772729874,0.008672145195305347,0.05665210634469986,1.0,1.0,1.0,0.9270345731164756,0.18259000080787582
|
| 36 |
+
SP1,0.032,0.04,0.04,0.032,0.032,0.042238648363252376,0.04,0.04,0.04,0.044,0.24339698044847047,0.472,0.10761290322580645,0.32,125.0,947.0,0.05305411793243248,0.39909120000000003,0.0853511169552803,0.003293679328635335,0.035726990550756454,0.002050784882158041,0.027807891368865967,0.3571428571428571,0.30952380952380953,0.7619047619047619,0.9270345731164756,0.18259000080787582
|
| 37 |
+
TGIF2,0.0,0.0,0.0,0.0,0.0,0.005695687550854353,0.0,0.0,0.0,0.004,0.24339698044847047,0.4,-0.45454545454545453,0.7,10.0,1229.0,0.006600053130432951,0.4747236180904523,0.0912330225110054,0.002712940564379096,0.034081824123859406,0.0017286348156630993,0.02639763616025448,0.8095238095238095,0.8809523809523809,0.7619047619047619,0.9270345731164756,0.18259000080787582
|
| 38 |
+
USF1,0.0,0.0,0.0,0.0,0.0,0.0036133694670280035,0.0,0.01,0.005,0.002,0.24339698044847047,0.5,-0.8,1.0,4.0,1107.0,0.004313928744464408,0.6910070140280562,0.07088391482830048,0.003808345180004835,0.041109584271907806,0.002978511620312929,0.03371759131550789,0.5,0.6428571428571428,0.7619047619047619,0.9270345731164756,0.18259000080787582
|
| 39 |
+
YY1,0.0,0.0,0.0,0.0,0.0,0.003098373353989156,0.0,0.0,0.0,0.004,0.24339698044847047,0.25,-0.21428571428571427,0.5,8.0,1291.0,0.003354621363791957,0.37007404618473894,0.022408800199627876,0.005723985377699137,0.04913501441478729,0.0036836578510701656,0.04111310467123985,0.33333333333333337,0.4285714285714286,0.8333333333333334,0.9270345731164756,0.18259000080787582
|
| 40 |
+
ZBTB33,0.0,0.0,0.0,0.0,0.0,0.009025270758122744,0.0,0.0,0.02,0.014,0.24339698044847047,0.6111111111111112,-0.5211558307533539,0.5555555555555556,18.0,1108.0,0.01749374399310373,0.5227323690996748,-0.11285123974084854,0.002549443393945694,0.03283539041876793,0.0012350042816251516,0.023403611034154892,0.5952380952380952,0.6190476190476191,0.4285714285714286,0.9270345731164756,0.18259000080787582
|
| 41 |
+
ZIC3,0.0,0.0,0.0,0.0,0.0,0.029023746701846966,0.02,0.03,0.05,0.028,0.24339698044847047,0.13513513513513514,-0.7527264106211474,0.5945945945945946,37.0,758.0,0.02944260864312954,0.6415235918547176,-0.13914065062999725,0.00285674468614161,0.035005372017621994,0.001723708352074027,0.025603091344237328,0.5238095238095238,0.45238095238095233,0.40476190476190477,0.9270345731164756,0.18259000080787582
|
| 42 |
+
ZNF143,0.057692307692307696,0.04,0.057692307692307696,0.057692307692307696,0.057692307692307696,0.032846715328467155,0.04,0.03,0.03,0.038,0.24339698044847047,0.6153846153846154,-0.03432084009220524,0.5192307692307693,52.0,822.0,0.05818781544370032,0.5578009003317012,0.04264887422323227,0.0036035652738064528,0.03803421929478645,0.002391600515693426,0.029219133779406548,0.47619047619047616,0.4285714285714286,0.7619047619047619,0.9270345731164756,0.18259000080787582
|
| 43 |
+
ZNF410,0.0,0.0,0.0,0.0,0.0,0.0036101083032490976,0.02,0.01,0.005,0.004,0.24339698044847047,0.8571428571428571,0.8214285714285714,0.5714285714285714,7.0,1108.0,0.004899677347165112,0.5574869185004657,0.047490254044532776,0.003017282346263528,0.037277527153491974,0.0019354609539732337,0.027749042958021164,0.6904761904761905,0.7380952380952381,0.8095238095238095,0.9270345731164756,0.18259000080787582
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA595864_agg_results.csv
ADDED
|
@@ -0,0 +1,10 @@
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
statistic,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine,pearson_edistance,clustering_agreement
|
| 2 |
+
count,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,7.0,7.0,7.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0
|
| 3 |
+
null_count,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
| 4 |
+
mean,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,0.3681318681318681,NaN,0.0,4.7,0.0,NaN,NaN,0.0275708444416523,0.00526645528152585,0.049205192178487775,0.0010132395953405648,0.021518078446388245,0.54,0.55,0.63,0.931746954993449,0.01878167689394969
|
| 5 |
+
std,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,0.39339789623472154,NaN,0.0,8.45970842681157,0.0,NaN,NaN,0.07506592067959104,0.000635098236426626,0.003939555459559175,0.0004985837663396829,0.005005462694506474,0.28751811537130434,0.2953340857778225,0.316403399335581,1.1702778228589004e-16,0.0
|
| 6 |
+
min,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,0.0,-0.018803418803418803,0.0,0.0,0.0,0.0005,0.5,-0.08136659860610962,0.004600081127136946,0.044676829129457474,0.0004827333614230156,0.015983570367097855,0.09999999999999998,0.09999999999999998,0.09999999999999998,0.9317469549934491,0.01878167689394969
|
| 7 |
+
25%,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,0.0,0.3131868131868132,0.0,0.0,0.0,0.0005,0.5,-0.042140692472457886,0.004823704715818167,0.04694072902202606,0.0006341227563098073,0.017986556515097618,0.30000000000000004,0.30000000000000004,0.4,0.9317469549934491,0.01878167689394969
|
| 8 |
+
50%,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,0.38461538461538464,NaN,0.0,1.0,0.0,0.0065,0.5,0.03279697895050049,0.005178031045943499,0.048379264771938324,0.0008607247145846486,0.020099587738513947,0.6,0.6,0.7,0.9317469549934491,0.01878167689394969
|
| 9 |
+
75%,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,0.6923076923076923,NaN,0.0,4.0,0.0,NaN,NaN,0.1001209020614624,0.005940695758908987,0.053337860852479935,0.0014069871976971626,0.02610734850168228,0.8,0.8,0.9,0.9317469549934491,0.01878167689394969
|
| 10 |
+
max,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,1.0,0.3131868131868132,0.0,26.0,0.0,0.013,0.5,0.11744663864374161,0.006399867124855518,0.05596805736422539,0.0020931086037307978,0.031638119369745255,0.9,0.9,1.0,0.9317469549934491,0.01878167689394969
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA595864_pred_de.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA595864_real_de.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/PRJNA595864_results.csv
ADDED
|
@@ -0,0 +1,11 @@
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
perturbation,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine,pearson_edistance,clustering_agreement
|
| 2 |
+
ADNP,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,0.0,NaN,0.0,1.0,0.0,0.0005,0.5,0.08020807802677155,0.005281102377921343,0.04960831254720688,0.0008490629261359572,0.020099587738513947,0.5,0.5,0.7,0.9317469549934491,0.01878167689394969
|
| 3 |
+
ARID1B,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,0.38461538461538464,0.3131868131868132,0.0,13.0,0.0,0.0065,0.5,0.11133290827274323,0.006399867124855518,0.05596805736422539,0.0014255531132221222,0.02610734850168228,0.19999999999999996,0.19999999999999996,1.0,0.9317469549934491,0.01878167689394969
|
| 4 |
+
CTNND2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,,,,0.0,0.0,NaN,NaN,0.01753993146121502,0.005178031045943499,0.048379264771938324,0.0007411969709210098,0.01933702640235424,0.6,0.8,0.8,0.9317469549934491,0.01878167689394969
|
| 5 |
+
HDAC5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,1.0,NaN,0.0,1.0,0.0,0.0005,0.5,0.03279697895050049,0.004917082842439413,0.04708471521735191,0.0004827333614230156,0.015983570367097855,0.9,0.9,0.6,0.9317469549934491,0.01878167689394969
|
| 6 |
+
MECP2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,0.0,NaN,0.0,1.0,0.0,0.0005,0.5,-0.042140692472457886,0.004851806443184614,0.04694072902202606,0.0008607247145846486,0.01944640651345253,0.7,0.6,0.6,0.9317469549934491,0.01878167689394969
|
| 7 |
+
MYT1L,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,,,,0.0,0.0,NaN,NaN,-0.07525809854269028,0.004600081127136946,0.04483626410365105,0.0005728558171540499,0.016477122902870178,0.9,0.9,0.19999999999999996,0.9317469549934491,0.01878167689394969
|
| 8 |
+
POGZ,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,0.0,NaN,0.0,1.0,0.0,0.0005,0.5,0.1001209020614624,0.006021333858370781,0.053337860852479935,0.0014069871976971626,0.026242714375257492,0.30000000000000004,0.30000000000000004,1.0,0.9317469549934491,0.01878167689394969
|
| 9 |
+
PTEN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,0.6923076923076923,-0.018803418803418803,0.0,26.0,0.0,0.013,0.5,0.015028396621346474,0.0046508475206792355,0.044676829129457474,0.0010660504922270775,0.02186233177781105,0.4,0.4,0.4,0.9317469549934491,0.01878167689394969
|
| 10 |
+
RELN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,,,,0.0,0.0,NaN,NaN,0.11744663864374161,0.004823704715818167,0.047229379415512085,0.0006341227563098073,0.017986556515097618,0.8,0.8,0.9,0.9317469549934491,0.01878167689394969
|
| 11 |
+
SETD5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,NaN,0.5,0.2,0.0,4.0,0.0,0.002,0.5,-0.08136659860610962,0.005940695758908987,0.05399050936102867,0.0020931086037307978,0.031638119369745255,0.09999999999999998,0.09999999999999998,0.09999999999999998,0.9317469549934491,0.01878167689394969
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_Perturb_seq_agg_results.csv
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
statistic,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine,pearson_edistance,clustering_agreement
|
| 2 |
+
count,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0
|
| 3 |
+
null_count,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
| 4 |
+
mean,0.29618960447992887,0.14147328685816096,0.17376307883028075,0.21501830330638666,0.26949128059377286,0.22636305582985927,0.14168674698795183,0.173132530120482,0.21265516461503672,0.2611207976411888,0.8786484189356829,0.7499260907070098,0.4130777121087254,0.6459327390375547,422.06024096385545,1186.120481927711,0.24890599412947284,0.5446316684952722,0.4222610181040434,0.006644199938928506,0.04535415957132018,0.005090759543937643,0.03461299574069948,0.7738423573813324,0.7771810132094644,0.8346639570329513,0.8484605683097846,0.39805290312272934
|
| 5 |
+
std,0.23466673445177938,0.13703128621641464,0.1460132654007316,0.16267354439990872,0.20141438562096853,0.17908893042188262,0.13687112753945957,0.14615334171595235,0.16402521572409526,0.2050085537819863,0.0,0.1643266158664847,0.30122591233644314,0.30101137252576704,356.3570198481618,621.6655715640504,0.1798985065080707,0.06241392347359158,0.2978795502033181,0.006624650867409862,0.019639035869160694,0.006679846415733285,0.023353935417497258,0.22300332594731845,0.2052714365162746,0.17541740448627027,1.1169721629272003e-16,5.584860814636001e-17
|
| 6 |
+
min,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8786484189356832,0.20689655172413793,-0.35022424987134065,0.0,20.0,99.0,0.008431157022621993,0.38599595551061683,-0.28017571568489075,0.001961513888090849,0.02804586850106716,0.0003031370579265058,0.011410307139158249,0.12048192771084343,0.22891566265060237,0.22891566265060237,0.8484605683097849,0.3980529031227299
|
| 7 |
+
25%,0.09722222222222222,0.04,0.06,0.085,0.09722222222222222,0.0694645441389291,0.04,0.06,0.08,0.076,0.8786484189356832,0.6153846153846154,0.23625160169708706,0.3793103448275862,108.0,587.0,0.07666361473610515,0.5063630504168514,0.1526874303817749,0.002333996118977666,0.030398685485124588,0.0006948784575797617,0.015629883855581284,0.6746987951807228,0.6746987951807228,0.7710843373493976,0.8484605683097849,0.3980529031227299
|
| 8 |
+
50%,0.23236514522821577,0.08,0.13,0.175,0.23236514522821577,0.19509476031215162,0.08,0.13,0.175,0.21495327102803738,0.8786484189356832,0.8263888888888888,0.41186970102632753,0.6954022988505747,339.0,1331.0,0.24112931659779246,0.5446165730736279,0.40484344959259033,0.0034241597168147564,0.03695707023143768,0.0017685344209894538,0.025853315368294716,0.8313253012048193,0.8313253012048193,0.8795180722891567,0.8484605683097849,0.3980529031227299
|
| 9 |
+
75%,0.4736111111111111,0.24,0.26,0.33,0.45,0.37087264150943394,0.24,0.26,0.33,0.45,0.8786484189356832,0.8727272727272727,0.66867897269257,0.9452411994784876,720.0,1813.0,0.38861077996450444,0.5864390007095112,0.6348674297332764,0.007619712967425585,0.0558769553899765,0.0060374136082828045,0.04739345610141754,0.963855421686747,0.927710843373494,0.963855421686747,0.8484605683097849,0.3980529031227299
|
| 10 |
+
max,0.7543103448275862,0.5,0.57,0.6,0.656,0.6508509541000516,0.5,0.57,0.6,0.656,0.8786484189356832,0.9753810082063306,0.9028537133581044,0.9840848806366048,1288.0,1939.0,0.6451005484026037,0.6800821909536672,0.9425203800201416,0.02684350125491619,0.09579971432685852,0.02527967467904091,0.09221170842647552,1.0,1.0,1.0,0.8484605683097849,0.3980529031227299
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_Perturb_seq_pred_de.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:09d5d39b542ee76b69bf174685a42476d2589a6dc2c2edadf72fcdb5b5c6d22a
|
| 3 |
+
size 21279593
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_Perturb_seq_real_de.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:eea930d365b9f8e4aaef29112d196102a7831f12870bbd2a23bc18102a22d829
|
| 3 |
+
size 22395390
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_Perturb_seq_results.csv
ADDED
|
@@ -0,0 +1,84 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
perturbation,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine,pearson_edistance,clustering_agreement
|
| 2 |
+
AARS1,0.6073059360730594,0.36,0.37,0.46,0.514,0.4498687664041995,0.36,0.37,0.46,0.514,0.8786484189356832,0.9189497716894978,0.8042205080029544,0.978310502283105,876.0,1905.0,0.46406329556645254,0.5113881034790946,0.8427451252937317,0.02547578327357769,0.0947318896651268,0.024218913167715073,0.0906161442399025,0.9036144578313253,0.9036144578313253,0.8795180722891567,0.8484605683097849,0.3980529031227299
|
| 3 |
+
AMIGO3,0.0,0.0,0.0,0.0,0.0,0.02197802197802198,0.0,0.0,0.02,0.026,0.8786484189356832,0.559322033898305,0.009468147282291058,0.23728813559322035,59.0,637.0,0.02412438421609204,0.42560623128039893,0.02651396580040455,0.0020267805084586143,0.02899438515305519,0.0003758195089176297,0.012697900645434856,0.9879518072289156,1.0,0.927710843373494,0.8484605683097849,0.3980529031227299
|
| 4 |
+
ASCC3,0.3113207547169811,0.16,0.21,0.24,0.306,0.2835633626097867,0.16,0.21,0.24,0.306,0.8786484189356832,0.7018867924528301,0.38647054165107486,0.8528301886792453,530.0,1594.0,0.29923227230290905,0.5463733795404955,0.33074069023132324,0.0033088785130530596,0.03468349575996399,0.001817195676267147,0.023163489997386932,0.6144578313253012,0.6506024096385542,1.0,0.8484605683097849,0.3980529031227299
|
| 5 |
+
ATF4,0.1124031007751938,0.04,0.05,0.07,0.1124031007751938,0.1,0.04,0.05,0.07,0.1,0.8786484189356832,0.3023255813953488,-0.35022424987134065,0.2131782945736434,258.0,550.0,0.12249636543146092,0.4539489493498518,0.12545083463191986,0.004767224192619324,0.04525512456893921,0.0031202053651213646,0.036095038056373596,0.3614457831325302,0.3855421686746988,0.9036144578313253,0.8484605683097849,0.3980529031227299
|
| 6 |
+
ATP5F1B,0.44559585492227977,0.24,0.26,0.285,0.414,0.303471444568869,0.24,0.26,0.285,0.414,0.8786484189356832,0.8618307426597582,0.6367721709541629,0.9360967184801382,579.0,1786.0,0.30746757508795236,0.5088841325345574,0.6287775635719299,0.007277316879481077,0.052212875336408615,0.0053391288965940475,0.04213956370949745,0.7951807228915663,0.8072289156626506,0.7831325301204819,0.8484605683097849,0.3980529031227299
|
| 7 |
+
CAD,0.27348643006263046,0.06,0.08,0.165,0.27348643006263046,0.2509920634920635,0.06,0.08,0.165,0.272,0.8786484189356832,0.6096033402922756,0.35064137280422086,0.5281837160751566,479.0,1008.0,0.2919742093657695,0.5322142750278289,0.3458535373210907,0.0060845427215099335,0.04948241263628006,0.004778746515512466,0.042036209255456924,0.2650602409638554,0.27710843373493976,0.9518072289156626,0.8484605683097849,0.3980529031227299
|
| 8 |
+
CARS1,0.7091069849690539,0.34,0.41,0.51,0.626,0.5778816199376947,0.34,0.41,0.51,0.626,0.8786484189356832,0.9230769230769231,0.8217608986268591,0.9840848806366048,1131.0,1926.0,0.5819504444777323,0.5133475574331097,0.9081230759620667,0.02259199135005474,0.08974988013505936,0.021073749288916588,0.08503581583499908,0.9879518072289156,1.0,0.9759036144578314,0.8484605683097849,0.3980529031227299
|
| 9 |
+
CCND3,0.13071895424836602,0.08,0.07,0.085,0.13071895424836602,0.1411214953271028,0.08,0.07,0.085,0.138,0.8786484189356832,0.8300653594771242,0.258391103544531,0.4934640522875817,306.0,1070.0,0.15042038334842384,0.4649387303130619,0.34168583154678345,0.0034052939154207706,0.035881225019693375,0.0017685344209894538,0.025853315368294716,0.4698795180722891,0.5301204819277108,0.9879518072289156,0.8484605683097849,0.3980529031227299
|
| 10 |
+
CHERP,0.3923076923076923,0.1,0.1,0.18,0.312,0.35327868852459016,0.1,0.1,0.18,0.312,0.8786484189356832,0.6353846153846154,0.2628967096326309,0.6630769230769231,650.0,1220.0,0.42906444383332476,0.5759441595441596,0.27348071336746216,0.0053361947648227215,0.0473250187933445,0.003777980338782072,0.037600770592689514,0.32530120481927716,0.3132530120481928,0.8554216867469879,0.8484605683097849,0.3980529031227299
|
| 11 |
+
COPB1,0.1689497716894977,0.02,0.08,0.175,0.1689497716894977,0.14469078179696615,0.02,0.08,0.175,0.166,0.8786484189356832,0.8264840182648402,0.4778228432369441,0.5662100456621004,219.0,857.0,0.2383401947717445,0.6168870292457934,0.43851011991500854,0.0034246821887791157,0.03695707023143768,0.0020421422086656094,0.02826162800192833,0.4337349397590361,0.4698795180722891,0.891566265060241,0.8484605683097849,0.3980529031227299
|
| 12 |
+
DAD1,0.13114754098360656,0.02,0.13,0.13114754098360656,0.13114754098360656,0.102803738317757,0.02,0.13,0.125,0.108,0.8786484189356832,0.8278688524590164,0.3864669008429686,0.5409836065573771,122.0,642.0,0.1437815264722765,0.6612021857923498,0.4052009880542755,0.0019651600159704685,0.02829504758119583,0.0003995526349171996,0.012266888283193111,0.963855421686747,0.9156626506024097,0.8795180722891567,0.8484605683097849,0.3980529031227299
|
| 13 |
+
DARS1,0.4126984126984127,0.24,0.25,0.27,0.402,0.2989520132377275,0.24,0.25,0.27,0.402,0.8786484189356832,0.8659611992945326,0.5636482156912157,0.9559082892416225,567.0,1813.0,0.30956002913132014,0.5369594996252358,0.6627851128578186,0.007077626418322325,0.05065697059035301,0.0057935514487326145,0.044482190161943436,0.8192771084337349,0.8313253012048193,0.8192771084337349,0.8484605683097849,0.3980529031227299
|
| 14 |
+
DDOST,0.20816326530612245,0.0,0.08,0.185,0.20816326530612245,0.1661409043112513,0.0,0.08,0.185,0.2,0.8786484189356832,0.8857142857142857,0.3740552758488441,0.6448979591836734,245.0,951.0,0.2587289516308916,0.6452828652828654,0.40484344959259033,0.002549499738961458,0.031901076436042786,0.001189577393233776,0.01979987323284149,0.5903614457831325,0.6746987951807228,0.8433734939759037,0.8484605683097849,0.3980529031227299
|
| 15 |
+
DDRGK1,0.02727272727272727,0.0,0.03,0.02727272727272727,0.02727272727272727,0.04088586030664395,0.0,0.03,0.045,0.044,0.8786484189356832,0.6181818181818182,0.2626197506931452,0.21818181818181817,110.0,587.0,0.05516400272723511,0.4823809523809523,0.19296032190322876,0.002124442020431161,0.029421688988804817,0.0004903083899989724,0.014139937236905098,0.8313253012048193,0.8674698795180723,0.6746987951807228,0.8484605683097849,0.3980529031227299
|
| 16 |
+
DERL2,0.23236514522821577,0.06,0.12,0.23,0.23236514522821577,0.13710777626193724,0.06,0.12,0.23,0.21,0.8786484189356832,0.8879668049792531,0.44200473234799903,0.8340248962655602,241.0,1466.0,0.2275832615738273,0.6559790903450897,0.5296360850334167,0.0024372555781155825,0.03114026039838791,0.0008532694773748517,0.017676465213298798,1.0,0.9879518072289156,0.9397590361445783,0.8484605683097849,0.3980529031227299
|
| 17 |
+
DHDDS,0.5788787483702738,0.12,0.23,0.375,0.494,0.39900935608145294,0.12,0.23,0.375,0.494,0.8786484189356832,0.8983050847457628,0.6126070864154874,0.9452411994784876,767.0,1817.0,0.4200945044921267,0.5419985598137275,0.6196336150169373,0.009946094825863838,0.0558769553899765,0.009180529043078423,0.05053505674004555,0.8192771084337349,0.8072289156626506,0.7951807228915663,0.8484605683097849,0.3980529031227299
|
| 18 |
+
DNAJC19,0.7103064066852368,0.5,0.57,0.6,0.656,0.5539267015706806,0.5,0.57,0.6,0.656,0.8786484189356832,0.9461467038068709,0.8521880399492282,0.9823584029712163,1077.0,1910.0,0.5749741209649089,0.5365260630276913,0.9152582883834839,0.008421127684414387,0.05496787279844284,0.0067223235964775085,0.04663263261318207,0.891566265060241,0.8674698795180723,0.9518072289156626,0.8484605683097849,0.3980529031227299
|
| 19 |
+
EIF2AK3,0.12408759124087591,0.08,0.09,0.12408759124087591,0.12408759124087591,0.12462006079027356,0.08,0.09,0.14,0.12462006079027356,0.8786484189356832,0.7153284671532847,0.40111449213134953,0.29927007299270075,137.0,329.0,0.0974234535604045,0.5973960843314488,0.3109104633331299,0.003750744741410017,0.041212648153305054,0.0020411768928170204,0.03157008811831474,0.3975903614457831,0.4698795180722891,0.7590361445783133,0.8484605683097849,0.3980529031227299
|
| 20 |
+
EIF2B2,0.6335329341317365,0.4,0.37,0.465,0.586,0.43189017951425557,0.4,0.37,0.465,0.586,0.8786484189356832,0.9604790419161676,0.8018107119896724,0.9796407185628743,835.0,1894.0,0.4422584215886508,0.5114558865102413,0.8900611996650696,0.015506298281252384,0.07393021881580353,0.013990579172968864,0.06921859830617905,0.8795180722891567,0.8795180722891567,0.9397590361445783,0.8484605683097849,0.3980529031227299
|
| 21 |
+
EIF2B3,0.5981794538361509,0.36,0.39,0.43,0.55,0.3970510795155345,0.36,0.39,0.43,0.55,0.8786484189356832,0.9557867360208062,0.8210136762619695,0.9804941482444733,769.0,1899.0,0.4131773130549321,0.515021037586662,0.8863679766654968,0.019719356670975685,0.08379066735506058,0.01819838397204876,0.0786353126168251,0.9156626506024097,0.927710843373494,0.963855421686747,0.8484605683097849,0.3980529031227299
|
| 22 |
+
EIF2B4,0.5311143270622286,0.3,0.38,0.4,0.488,0.3567282321899736,0.3,0.38,0.4,0.488,0.8786484189356832,0.9160636758321273,0.6725670115428721,0.9782923299565847,691.0,1895.0,0.36216684847965264,0.5063630504168514,0.7781533598899841,0.01998787373304367,0.08210320770740509,0.01862587407231331,0.07735998183488846,0.8313253012048193,0.8313253012048193,0.8313253012048193,0.8484605683097849,0.3980529031227299
|
| 23 |
+
EIF2S1,0.7059386973180076,0.24,0.38,0.48,0.604,0.5322245322245323,0.24,0.38,0.48,0.604,0.8786484189356832,0.9434865900383141,0.9028537133581044,0.9808429118773946,1044.0,1924.0,0.5332486098764705,0.48827630292245794,0.9322695732116699,0.024549148976802826,0.09322118014097214,0.023450208827853203,0.08899376541376114,1.0,1.0,1.0,0.8484605683097849,0.3980529031227299
|
| 24 |
+
ERN1,0.02631578947368421,0.02631578947368421,0.02631578947368421,0.02631578947368421,0.02631578947368421,0.020833333333333332,0.02,0.03,0.02,0.026,0.8786484189356832,0.6052631578947368,0.10340299813984025,0.4473684210526316,38.0,816.0,0.02719033542715024,0.5453082246901659,0.08911430090665817,0.003739209845662117,0.04240789636969566,0.002544187707826495,0.03580409288406372,0.40963855421686746,0.5662650602409638,0.927710843373494,0.8484605683097849,0.3980529031227299
|
| 25 |
+
FARSB,0.6138855054811205,0.42,0.41,0.425,0.552,0.42398737506575485,0.42,0.41,0.425,0.552,0.8786484189356832,0.9232643118148599,0.737956594703264,0.9817295980511571,821.0,1901.0,0.42828175967175147,0.5044340721042936,0.8435893058776855,0.01764543354511261,0.07786618173122406,0.01605764962732792,0.0731857419013977,0.8674698795180723,0.8674698795180723,0.9036144578313253,0.8484605683097849,0.3980529031227299
|
| 26 |
+
FECH,0.26900584795321636,0.0,0.02,0.135,0.26900584795321636,0.25327510917030566,0.0,0.02,0.135,0.25327510917030566,0.8786484189356832,0.5760233918128655,0.2747129265134931,0.3391812865497076,342.0,458.0,0.25657266721182015,0.5855615869186436,0.21647946536540985,0.003208115929737687,0.035676509141922,0.0013714651577174664,0.02135283127427101,0.5783132530120482,0.6265060240963856,0.7349397590361446,0.8484605683097849,0.3980529031227299
|
| 27 |
+
GBF1,0.1595744680851064,0.02,0.09,0.1595744680851064,0.1595744680851064,0.10886252616887648,0.02,0.09,0.15,0.14,0.8786484189356832,0.8351063829787234,0.1969146136855774,0.8297872340425532,188.0,1433.0,0.17707540862376625,0.652579141421258,0.42170828580856323,0.0021622758358716965,0.028971202671527863,0.0005443048430606723,0.014370221644639969,1.0,1.0,0.927710843373494,0.8484605683097849,0.3980529031227299
|
| 28 |
+
GMPPB,0.12727272727272726,0.12,0.12727272727272726,0.12727272727272726,0.12727272727272726,0.06557377049180328,0.12,0.09,0.07,0.06557377049180328,0.8786484189356832,0.8727272727272727,0.701948051948052,0.2909090909090909,55.0,244.0,0.05328392327994699,0.6403692451507361,0.3144156336784363,0.001961513888090849,0.02867097593843937,0.0003213296877220273,0.011892533861100674,0.963855421686747,0.963855421686747,1.0,0.8484605683097849,0.3980529031227299
|
| 29 |
+
GNPNAT1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8786484189356832,0.4782608695652174,0.1494295405488745,0.0,46.0,99.0,0.019226924980038407,0.4428151840149526,0.05804074928164482,0.0022373509127646685,0.030499469488859177,0.0005203520995564759,0.014093324542045593,0.8795180722891567,0.8795180722891567,0.963855421686747,0.8484605683097849,0.3980529031227299
|
| 30 |
+
HARS1,0.6335470085470085,0.34,0.38,0.42,0.494,0.48081023454157784,0.34,0.38,0.42,0.494,0.8786484189356832,0.8867521367521367,0.62018945960813,0.9636752136752137,936.0,1876.0,0.485761873960918,0.49169096619754515,0.8169177174568176,0.019871365278959274,0.08320704847574234,0.01826261170208454,0.0791495069861412,0.927710843373494,0.927710843373494,0.8674698795180723,0.8484605683097849,0.3980529031227299
|
| 31 |
+
HSD17B12,0.22629969418960244,0.14,0.14,0.195,0.22629969418960244,0.21495327102803738,0.14,0.14,0.195,0.21495327102803738,0.8786484189356832,0.7064220183486238,0.4230070959177538,0.22629969418960244,327.0,214.0,0.272506929448471,0.6078388362753646,0.2893328070640564,0.003829412627965212,0.0385761633515358,0.0022983101662248373,0.027936402708292007,0.45783132530120485,0.4337349397590361,0.8433734939759037,0.8484605683097849,0.3980529031227299
|
| 32 |
+
HSPA5,0.644212523719165,0.34,0.33,0.46,0.544,0.5345911949685535,0.34,0.33,0.46,0.544,0.8786484189356832,0.896584440227704,0.66867897269257,0.967741935483871,1054.0,1908.0,0.5354799291193019,0.5023643945745795,0.6162958741188049,0.016450675204396248,0.0692664310336113,0.015645887702703476,0.06461267918348312,0.8313253012048193,0.8192771084337349,0.8192771084337349,0.8484605683097849,0.3980529031227299
|
| 33 |
+
HSPA9,0.7538819875776398,0.32,0.48,0.55,0.65,0.6508509541000516,0.32,0.48,0.55,0.65,0.8786484189356832,0.9177018633540373,0.8622913442119433,0.9798136645962733,1288.0,1939.0,0.6451005484026037,0.4772244006909065,0.9150811433792114,0.023292720317840576,0.09032246470451355,0.0217923354357481,0.0845509022474289,1.0,1.0,0.9879518072289156,0.8484605683097849,0.3980529031227299
|
| 34 |
+
HYOU1,0.02564102564102564,0.02564102564102564,0.02564102564102564,0.02564102564102564,0.02564102564102564,0.02236842105263158,0.02,0.03,0.02,0.018,0.8786484189356832,0.5897435897435898,0.14190283400809717,0.8717948717948718,39.0,1520.0,0.026666317951139246,0.6026360177303574,0.07842385023832321,0.002672277856618166,0.033062372356653214,0.0008476764196529984,0.01922893151640892,0.8313253012048193,0.9156626506024097,0.22891566265060237,0.8484605683097849,0.3980529031227299
|
| 35 |
+
IARS2,0.7543103448275862,0.42,0.48,0.585,0.652,0.592823712948518,0.42,0.48,0.585,0.652,0.8786484189356832,0.9551724137931035,0.8783089730759825,0.9827586206896551,1160.0,1923.0,0.6051483986658036,0.5106732348111659,0.9425203800201416,0.013500029221177101,0.06920760869979858,0.011841310188174248,0.0630650743842125,0.963855421686747,0.963855421686747,1.0,0.8484605683097849,0.3980529031227299
|
| 36 |
+
IDH3A,0.21774193548387097,0.02,0.04,0.105,0.21774193548387097,0.20846560846560847,0.02,0.04,0.105,0.21,0.8786484189356832,0.8306451612903226,0.35236124705789656,0.5295698924731183,372.0,945.0,0.2623404704136466,0.5442252186203799,0.4018750786781311,0.002239994704723358,0.030398685485124588,0.0008711324189789593,0.01892099902033806,0.6385542168674698,0.6987951807228916,1.0,0.8484605683097849,0.3980529031227299
|
| 37 |
+
MANF,0.0,0.0,0.0,0.0,0.0,0.0055248618784530384,0.0,0.0,0.0055248618784530384,0.0055248618784530384,0.8786484189356832,0.55,-0.19548872180451127,0.05,20.0,181.0,0.008431157022621993,0.4163131313131313,0.051951467990875244,0.002119021024554968,0.028485432267189026,0.0003859913849737495,0.011598048731684685,1.0,0.9397590361445783,0.8554216867469879,0.8484605683097849,0.3980529031227299
|
| 38 |
+
MARS1,0.5095628415300546,0.24,0.25,0.36,0.45,0.3802509547190398,0.24,0.25,0.36,0.45,0.8786484189356832,0.842896174863388,0.775490701403935,0.9521857923497268,732.0,1833.0,0.38861077996450444,0.5135426901794488,0.687465250492096,0.009746961295604706,0.0589355006814003,0.008027144707739353,0.051845259964466095,0.8192771084337349,0.8313253012048193,0.8313253012048193,0.8484605683097849,0.3980529031227299
|
| 39 |
+
MRGBP,0.16901408450704225,0.06,0.05,0.12,0.16901408450704225,0.16150740242261102,0.06,0.05,0.12,0.178,0.8786484189356832,0.5070422535211268,0.0722883099396225,0.676056338028169,355.0,1486.0,0.17999796750634595,0.45916777259300484,0.12363770604133606,0.003230286994948983,0.03854361176490784,0.0017222650349140167,0.028682397678494453,0.49397590361445787,0.6506024096385542,0.7228915662650602,0.8484605683097849,0.3980529031227299
|
| 40 |
+
MRPL39,0.2647058823529412,0.12,0.15,0.205,0.2647058823529412,0.18210862619808307,0.12,0.15,0.205,0.272,0.8786484189356832,0.7794117647058824,0.4232494378386135,0.8382352941176471,340.0,1565.0,0.20407369531883593,0.5803667611622962,0.429649293422699,0.003493538126349449,0.038075193762779236,0.0017242669127881527,0.024608802050352097,0.9036144578313253,0.9036144578313253,0.6746987951807228,0.8484605683097849,0.3980529031227299
|
| 41 |
+
MTHFD1,0.47007299270072994,0.1,0.17,0.255,0.384,0.3697304768486524,0.1,0.17,0.255,0.384,0.8786484189356832,0.8145985401459854,0.46196837991000145,0.781021897810219,685.0,1447.0,0.45323219224448963,0.6122755405067859,0.4962851405143738,0.00523145217448473,0.042390916496515274,0.003991131205111742,0.03334988281130791,0.3493975903614458,0.27710843373493976,0.8554216867469879,0.8484605683097849,0.3980529031227299
|
| 42 |
+
NEDD8,0.40519877675840976,0.22,0.14,0.215,0.334,0.3445010924981792,0.22,0.14,0.215,0.334,0.8786484189356832,0.6850152905198776,0.5146480867447211,0.7232415902140673,654.0,1373.0,0.3872199824756045,0.5566158194400898,0.40744608640670776,0.005902144592255354,0.046972595155239105,0.004358573816716671,0.04086814820766449,0.3012048192771084,0.3012048192771084,1.0,0.8484605683097849,0.3980529031227299
|
| 43 |
+
OST4,0.05747126436781609,0.04,0.05747126436781609,0.05747126436781609,0.05747126436781609,0.07568807339449542,0.04,0.06,0.08,0.07568807339449542,0.8786484189356832,0.20689655172413793,-0.3350222351826201,0.3793103448275862,87.0,436.0,0.13439688268903144,0.6496205634767561,-0.28017571568489075,0.0020595407113432884,0.02936568297445774,0.0005340389325283468,0.015552718192338943,0.8313253012048193,0.8795180722891567,0.32530120481927716,0.8484605683097849,0.3980529031227299
|
| 44 |
+
P4HB,0.06666666666666667,0.04,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.07061068702290077,0.04,0.06,0.08,0.072,0.8786484189356832,0.5333333333333333,0.1906984401366424,0.4111111111111111,90.0,524.0,0.07272867015307671,0.5923792902850495,0.14809000492095947,0.0025896767619997263,0.03112017922103405,0.0006948784575797617,0.014794174581766129,0.8313253012048193,0.7831325301204819,0.6867469879518072,0.8484605683097849,0.3980529031227299
|
| 45 |
+
PDIA6,0.0,0.0,0.0,0.0,0.0,0.020618556701030927,0.02,0.02,0.02,0.020618556701030927,0.8786484189356832,0.6153846153846154,0.18564102564102564,0.23076923076923078,26.0,291.0,0.015926438176571786,0.5282129218299431,0.06599169969558716,0.0034241597168147564,0.029752934351563454,0.0014763264916837215,0.01268367376178503,0.9518072289156626,0.6024096385542168,0.6626506024096386,0.8484605683097849,0.3980529031227299
|
| 46 |
+
PPWD1,0.38873994638069703,0.08,0.21,0.32,0.38873994638069703,0.21949509116409538,0.08,0.21,0.32,0.354,0.8786484189356832,0.871313672922252,0.6525192609101222,0.839142091152815,373.0,1426.0,0.3433562294542238,0.6779941700954569,0.622128963470459,0.004043835215270519,0.041163209825754166,0.0025205526035279036,0.031534455716609955,0.6024096385542168,0.8192771084337349,1.0,0.8484605683097849,0.3980529031227299
|
| 47 |
+
PRELID3B,0.5831325301204819,0.38,0.41,0.47,0.52,0.4275092936802974,0.38,0.41,0.47,0.52,0.8786484189356832,0.9168674698795181,0.8169908306806372,0.9698795180722891,830.0,1883.0,0.43460111901176,0.5171156420554011,0.8437726497650146,0.012342076748609543,0.06759154051542282,0.010409952141344547,0.05950349196791649,0.8554216867469879,0.8674698795180723,0.8795180722891567,0.8484605683097849,0.3980529031227299
|
| 48 |
+
PSMD12,0.03125,0.04,0.03125,0.03125,0.03125,0.022222222222222223,0.04,0.02,0.022222222222222223,0.022222222222222223,0.8786484189356832,0.8125,0.3695682040597646,0.0625,64.0,180.0,0.03964133276966923,0.4513171487603306,0.1225801408290863,0.007619712967425585,0.061209604144096375,0.00552445137873292,0.0540250800549984,0.12048192771084343,0.2530120481927711,0.9156626506024097,0.8484605683097849,0.3980529031227299
|
| 49 |
+
PSMD4,0.5603644646924829,0.18,0.29,0.33,0.5,0.45088300220750555,0.18,0.29,0.33,0.5,0.8786484189356832,0.8621867881548975,0.7269170873620868,0.9305239179954442,878.0,1812.0,0.474328689198037,0.5446165730736279,0.7502182722091675,0.00623313058167696,0.04994160681962967,0.004799071233719587,0.041439153254032135,1.0,1.0,1.0,0.8484605683097849,0.3980529031227299
|
| 50 |
+
PTDSS1,0.0,0.0,0.0,0.0,0.0,0.007376185458377239,0.0,0.0,0.005,0.004,0.8786484189356832,0.6818181818181818,0.5087521174477696,0.3181818181818182,22.0,949.0,0.008617576182698523,0.38599595551061683,0.1642334908246994,0.0021520359441637993,0.030143989250063896,0.0003031370579265058,0.012508092448115349,0.9879518072289156,1.0,0.5783132530120482,0.8484605683097849,0.3980529031227299
|
| 51 |
+
QARS1,0.6605995717344754,0.44,0.46,0.495,0.598,0.48253968253968255,0.44,0.46,0.495,0.598,0.8786484189356832,0.943254817987152,0.7560751799409993,0.9764453961456103,934.0,1890.0,0.4939452115264533,0.5050379452896818,0.8845959901809692,0.019948631525039673,0.0828135684132576,0.01844223402440548,0.07838404923677444,0.9759036144578314,0.963855421686747,0.9518072289156626,0.8484605683097849,0.3980529031227299
|
| 52 |
+
SAMM50,0.4736111111111111,0.16,0.18,0.265,0.376,0.3708791208791209,0.16,0.18,0.265,0.376,0.8786484189356832,0.8263888888888888,0.6341356111155051,0.9375,720.0,1820.0,0.37598211038818985,0.5155908203124999,0.614313006401062,0.008782989345490932,0.05731913074851036,0.006771717220544815,0.04739345610141754,0.7469879518072289,0.7710843373493976,0.7590361445783133,0.8484605683097849,0.3980529031227299
|
| 53 |
+
SARS1,0.6873857404021938,0.4,0.44,0.47,0.546,0.5568240788790867,0.4,0.44,0.47,0.546,0.8786484189356832,0.9012797074954296,0.6861258223042251,0.9808043875685558,1094.0,1927.0,0.5546485702981567,0.4865890004076015,0.8759214282035828,0.02684350125491619,0.09579971432685852,0.02527967467904091,0.09221170842647552,0.963855421686747,0.963855421686747,0.927710843373494,0.8484605683097849,0.3980529031227299
|
| 54 |
+
SCYL1,0.3472222222222222,0.26,0.27,0.245,0.344,0.2660836976889444,0.26,0.27,0.245,0.344,0.8786484189356832,0.8650793650793651,0.515529454109853,0.8452380952380952,504.0,1601.0,0.3275196697512164,0.5863990482556659,0.6348674297332764,0.0022386580239981413,0.029440177604556084,0.0012702158419415355,0.018677471205592155,0.8313253012048193,0.6746987951807228,1.0,0.8484605683097849,0.3980529031227299
|
| 55 |
+
SEC61A1,0.6758747697974218,0.18,0.3,0.33,0.52,0.5613006396588486,0.18,0.3,0.33,0.52,0.8786484189356832,0.8720073664825047,0.616078212588583,0.9696132596685083,1086.0,1876.0,0.5647250068129775,0.5136620444809813,0.6895352005958557,0.010175475850701332,0.057577941566705704,0.008695363998413086,0.051508963108062744,0.963855421686747,0.9156626506024097,0.9156626506024097,0.8484605683097849,0.3980529031227299
|
| 56 |
+
SEC61B,0.19672131147540983,0.12,0.13,0.175,0.19672131147540983,0.15015015015015015,0.12,0.13,0.175,0.172,0.8786484189356832,0.7991803278688525,0.4193739183590862,0.6147540983606558,244.0,999.0,0.18658503469210885,0.5864390007095112,0.46420586109161377,0.0021317703649401665,0.02804586850106716,0.00046905840281397104,0.011410307139158249,1.0,0.8433734939759037,1.0,0.8484605683097849,0.3980529031227299
|
| 57 |
+
SEC61G,0.35266821345707655,0.14,0.16,0.225,0.35266821345707655,0.2300413956238912,0.14,0.16,0.225,0.348,0.8786484189356832,0.8306264501160093,0.38043385072873015,0.9025522041763341,431.0,1691.0,0.2630915415407592,0.5811273824786798,0.5386434197425842,0.004173111170530319,0.03945973142981529,0.002740648342296481,0.029809387400746346,0.9879518072289156,0.9879518072289156,0.7951807228915663,0.8484605683097849,0.3980529031227299
|
| 58 |
+
SEC63,0.05128205128205128,0.05128205128205128,0.05128205128205128,0.05128205128205128,0.05128205128205128,0.02912621359223301,0.06,0.06,0.045,0.02912621359223301,0.8786484189356832,0.46153846153846156,0.12874493927125505,0.3076923076923077,39.0,412.0,0.04432329816150883,0.5675806430523412,0.07000169157981873,0.0021080404985696077,0.028557484969496727,0.0004566101124510169,0.012562454678118229,0.9759036144578314,0.891566265060241,0.8795180722891567,0.8484605683097849,0.3980529031227299
|
| 59 |
+
SEL1L,0.11320754716981132,0.12,0.11320754716981132,0.11320754716981132,0.11320754716981132,0.05263157894736842,0.12,0.07,0.05263157894736842,0.05263157894736842,0.8786484189356832,0.660377358490566,0.35405579745202387,0.1320754716981132,53.0,133.0,0.04979223917688173,0.5909914624337395,0.1150866225361824,0.002912095282226801,0.030921228229999542,0.0013344306498765945,0.015629883855581284,0.7469879518072289,0.6265060240963856,0.49397590361445787,0.8484605683097849,0.3980529031227299
|
| 60 |
+
SLC35B1,0.05405405405405406,0.05405405405405406,0.05405405405405406,0.05405405405405406,0.05405405405405406,0.03470715835140998,0.06,0.05,0.045,0.03470715835140998,0.8786484189356832,0.5675675675675675,-0.31650071123755336,0.43243243243243246,37.0,461.0,0.03288666058948887,0.5757114730624664,-0.00045294081792235374,0.0020969638135284185,0.02922934666275978,0.00040050476673059165,0.01337874960154295,0.9156626506024097,0.9759036144578314,0.45783132530120485,0.8484605683097849,0.3980529031227299
|
| 61 |
+
SLC39A7,0.16339869281045752,0.04,0.17,0.16339869281045752,0.16339869281045752,0.0618921308576481,0.04,0.17,0.14,0.082,0.8786484189356832,0.5228758169934641,0.26576802969991825,0.45751633986928103,153.0,1131.0,0.08148399586467807,0.4496339232318085,0.24541589617729187,0.0026355525478720665,0.030791932716965675,0.0011557957623153925,0.017938867211341858,0.7108433734939759,0.6746987951807228,0.963855421686747,0.8484605683097849,0.3980529031227299
|
| 62 |
+
SOCS1,0.043478260869565216,0.043478260869565216,0.043478260869565216,0.043478260869565216,0.043478260869565216,0.03826530612244898,0.04,0.09,0.05,0.03826530612244898,0.8786484189356832,0.5434782608695652,0.22059821153253162,0.32608695652173914,46.0,392.0,0.036712898595508976,0.5588703217480309,0.11375902593135834,0.002538454020395875,0.03055425174534321,0.001145821064710617,0.018231812864542007,0.6867469879518072,0.6867469879518072,0.963855421686747,0.8484605683097849,0.3980529031227299
|
| 63 |
+
SPCS2,0.06818181818181818,0.04,0.06818181818181818,0.06818181818181818,0.06818181818181818,0.04132231404958678,0.04,0.07,0.065,0.048,0.8786484189356832,0.6477272727272727,0.353316191750907,0.625,88.0,1331.0,0.046802581307894615,0.4989688332065424,0.2264803647994995,0.0024888033512979746,0.031020350754261017,0.0006648862618021667,0.01695285364985466,0.7951807228915663,0.8554216867469879,0.5301204819277108,0.8484605683097849,0.3980529031227299
|
| 64 |
+
SPCS3,0.2619047619047619,0.12,0.16,0.18,0.2619047619047619,0.21689259645464026,0.12,0.16,0.18,0.248,0.8786484189356832,0.8392857142857143,0.5386288143850481,0.6190476190476191,336.0,959.0,0.24112931659779246,0.607947716346154,0.45587432384490967,0.0028922464698553085,0.03263511136174202,0.0013547632843255997,0.019314922392368317,0.6265060240963856,0.5783132530120482,0.7228915662650602,0.8484605683097849,0.3980529031227299
|
| 65 |
+
SRP68,0.38235294117647056,0.12,0.14,0.235,0.38235294117647056,0.23339110340843444,0.12,0.14,0.235,0.362,0.8786484189356832,0.8665158371040724,0.34968924190617384,0.9140271493212669,442.0,1731.0,0.2571923086274174,0.5699404329718457,0.5788272619247437,0.004371903371065855,0.04097907990217209,0.0025790606159716845,0.030099032446742058,1.0,1.0,0.927710843373494,0.8484605683097849,0.3980529031227299
|
| 66 |
+
SRP72,0.0891089108910891,0.04,0.08,0.0891089108910891,0.0891089108910891,0.0694645441389291,0.04,0.08,0.075,0.08,0.8786484189356832,0.6138613861386139,0.21148514851485148,0.4752475247524752,101.0,691.0,0.07666361473610515,0.5611708090240304,0.08438356220722198,0.0024069983046501875,0.0314984992146492,0.0006381386192515492,0.016645587980747223,0.7108433734939759,0.8192771084337349,0.3132530120481928,0.8484605683097849,0.3980529031227299
|
| 67 |
+
SRPRA,0.10919540229885058,0.04,0.07,0.10919540229885058,0.10919540229885058,0.0946051602814699,0.04,0.07,0.115,0.104,0.8786484189356832,0.7298850574712644,0.23625160169708706,0.6954022988505747,174.0,1279.0,0.1312920886762402,0.5715621105110096,0.24279631674289703,0.002407968509942293,0.031165478751063347,0.0008293292485177517,0.01776544563472271,0.7349397590361446,0.8072289156626506,0.7710843373493976,0.8484605683097849,0.3980529031227299
|
| 68 |
+
SRPRB,0.37168141592920356,0.18,0.2,0.265,0.37168141592920356,0.2325809617271835,0.18,0.2,0.265,0.312,0.8786484189356832,0.8672566371681416,0.4207919938148585,0.6991150442477876,339.0,1019.0,0.3499881326111517,0.6800821909536672,0.5888798236846924,0.00307934801094234,0.033444587141275406,0.0010496716713532805,0.01874573528766632,0.6506024096385542,0.6987951807228916,1.0,0.8484605683097849,0.3980529031227299
|
| 69 |
+
STT3A,0.046511627906976744,0.046511627906976744,0.046511627906976744,0.046511627906976744,0.046511627906976744,0.03858520900321544,0.04,0.06,0.055,0.03858520900321544,0.8786484189356832,0.5116279069767442,-0.25098157656297193,0.27906976744186046,43.0,311.0,0.04061047768015663,0.632850471176813,0.00513444235548377,0.0020729615353047848,0.029553581029176712,0.0004555136838462204,0.013828213326632977,0.891566265060241,0.9397590361445783,0.6024096385542168,0.8484605683097849,0.3980529031227299
|
| 70 |
+
SYVN1,0.075,0.075,0.075,0.075,0.075,0.020253164556962026,0.08,0.05,0.035,0.020253164556962026,0.8786484189356832,0.85,0.7238273921200751,0.2,40.0,395.0,0.036977565136288165,0.547952806122449,0.2053838074207306,0.0021808482706546783,0.028897132724523544,0.0005475229118019342,0.012309623882174492,0.9759036144578314,0.8313253012048193,0.9759036144578314,0.8484605683097849,0.3980529031227299
|
| 71 |
+
TARS1,0.4693200663349917,0.32,0.34,0.34,0.452,0.3166109253065775,0.32,0.34,0.34,0.452,0.8786484189356832,0.8938640132669984,0.7277201154028322,0.9419568822553898,603.0,1794.0,0.3232229030097847,0.515142611922492,0.6707587242126465,0.00471176253631711,0.041452519595623016,0.0029092845506966114,0.03151235729455948,0.9156626506024097,0.891566265060241,0.8072289156626506,0.8484605683097849,0.3980529031227299
|
| 72 |
+
TELO2,0.10344827586206896,0.0,0.06,0.105,0.10344827586206896,0.10651289009497965,0.0,0.06,0.105,0.126,0.8786484189356832,0.6305418719211823,0.3340386342314324,0.7733990147783252,203.0,1474.0,0.1273487765772921,0.5491582851550614,0.1677439957857132,0.0024050273932516575,0.03221629559993744,0.0009787079179659486,0.01944354549050331,0.9156626506024097,0.927710843373494,0.7710843373493976,0.8484605683097849,0.3980529031227299
|
| 73 |
+
TIMM23,0.3561643835616438,0.2,0.24,0.3,0.3561643835616438,0.19509476031215162,0.2,0.24,0.3,0.324,0.8786484189356832,0.8438356164383561,0.7069677683645795,0.958904109589041,365.0,1794.0,0.20078587344366453,0.536428302123916,0.5823638439178467,0.007461315952241421,0.0513710118830204,0.005662297829985619,0.04286782070994377,0.7469879518072289,0.7590361445783133,0.7710843373493976,0.8484605683097849,0.3980529031227299
|
| 74 |
+
TIMM44,0.6740914419695193,0.42,0.5,0.53,0.6,0.4454497072911123,0.42,0.5,0.53,0.6,0.8786484189356832,0.9753810082063306,0.8539186031956736,0.981242672919109,853.0,1879.0,0.4553434633114235,0.49603430530329895,0.9150137901306152,0.013067771680653095,0.06819535791873932,0.011466654017567635,0.06223500519990921,0.927710843373494,0.9156626506024097,0.9879518072289156,0.8484605683097849,0.3980529031227299
|
| 75 |
+
TMED10,0.10185185185185185,0.02,0.09,0.10185185185185185,0.10185185185185185,0.08055555555555556,0.02,0.09,0.1,0.08055555555555556,0.8786484189356832,0.5925925925925926,0.14120628387969553,0.26851851851851855,108.0,360.0,0.09430238870361397,0.5518068279696187,0.1526874303817749,0.002219820162281394,0.030180279165506363,0.0006260198424570262,0.015444156713783741,0.7590361445783133,0.7831325301204819,0.6024096385542168,0.8484605683097849,0.3980529031227299
|
| 76 |
+
TMED2,0.1678832116788321,0.08,0.16,0.1678832116788321,0.1678832116788321,0.0924170616113744,0.08,0.16,0.12,0.0924170616113744,0.8786484189356832,0.5766423357664233,0.20965799839453395,0.2846715328467153,137.0,422.0,0.1162910637958703,0.5456312125094522,0.27678078413009644,0.0021970972884446383,0.029772991314530373,0.0006580817862413824,0.015483327209949493,0.7349397590361446,0.7469879518072289,0.9397590361445783,0.8484605683097849,0.3980529031227299
|
| 77 |
+
TMEM167A,0.14903846153846154,0.06,0.08,0.145,0.14903846153846154,0.12106768350810296,0.06,0.08,0.145,0.14,0.8786484189356832,0.7115384615384616,0.3543643618014327,0.6105769230769231,208.0,1049.0,0.19668309993544447,0.587158203125,0.2560359835624695,0.00282441102899611,0.031467679888010025,0.0016546836122870445,0.019800273701548576,0.5903614457831325,0.5421686746987953,0.5180722891566265,0.8484605683097849,0.3980529031227299
|
| 78 |
+
TTI1,0.33001658374792703,0.08,0.17,0.235,0.304,0.30677290836653387,0.08,0.17,0.235,0.304,0.8786484189356832,0.7562189054726368,0.5121352122598489,0.8938640132669984,603.0,1757.0,0.3097920919805406,0.5138931921162501,0.5460374355316162,0.004929177463054657,0.046492964029312134,0.0035091929603368044,0.0376536026597023,0.9518072289156626,0.963855421686747,0.9879518072289156,0.8484605683097849,0.3980529031227299
|
| 79 |
+
TTI2,0.04878048780487805,0.06,0.04878048780487805,0.04878048780487805,0.04878048780487805,0.054380664652567974,0.06,0.04,0.035,0.046,0.8786484189356832,0.7317073170731707,0.41186970102632753,0.43902439024390244,82.0,662.0,0.064987406307536,0.5897562247259595,0.15018047392368317,0.002003886504098773,0.02884884551167488,0.000378524448024109,0.013406025245785713,0.9759036144578314,0.9879518072289156,1.0,0.8484605683097849,0.3980529031227299
|
| 80 |
+
UFL1,0.07874015748031496,0.02,0.08,0.07874015748031496,0.07874015748031496,0.06708595387840671,0.02,0.08,0.08,0.06708595387840671,0.8786484189356832,0.5354330708661418,0.1290307461567304,0.25196850393700787,127.0,477.0,0.06439925676147487,0.47168002825060645,0.09961126744747162,0.002333996118977666,0.03020668402314186,0.0006803309661336243,0.015561036765575409,0.7710843373493976,0.7710843373493976,0.6867469879518072,0.8484605683097849,0.3980529031227299
|
| 81 |
+
UFM1,0.07692307692307693,0.0,0.05,0.07692307692307693,0.07692307692307693,0.06306306306306306,0.0,0.05,0.07,0.076,0.8786484189356832,0.5811965811965812,0.14205218121056812,0.5982905982905983,117.0,1110.0,0.08246294744945065,0.5532519937724398,0.101706862449646,0.0020998565014451742,0.029237395152449608,0.0005794509779661894,0.014647921547293663,0.8554216867469879,0.891566265060241,0.5783132530120482,0.8484605683097849,0.3980529031227299
|
| 82 |
+
XBP1,0.09722222222222222,0.08,0.09722222222222222,0.09722222222222222,0.09722222222222222,0.07692307692307693,0.08,0.08,0.08,0.07692307692307693,0.8786484189356832,0.6527777777777778,-0.2313975175252428,0.2222222222222222,72.0,208.0,0.0704085560842623,0.5555483517750115,0.3263753056526184,0.007141151465475559,0.05962440371513367,0.0060374136082828045,0.05570024996995926,0.12048192771084343,0.22891566265060237,0.9397590361445783,0.8484605683097849,0.3980529031227299
|
| 83 |
+
XRN1,0.3773841961852861,0.04,0.04,0.12,0.272,0.37087264150943394,0.04,0.04,0.12,0.272,0.8786484189356832,0.8637602179836512,0.24510565875502094,0.8569482288828338,734.0,1696.0,0.3655203959150807,0.4945299619906074,0.14872746169567108,0.0026935215573757887,0.033620353788137436,0.0014424505643546581,0.024379337206482887,0.6746987951807228,0.7108433734939759,1.0,0.8484605683097849,0.3980529031227299
|
| 84 |
+
YIPF5,0.3266832917705736,0.28,0.23,0.27,0.3266832917705736,0.22618181818181818,0.28,0.23,0.27,0.31,0.8786484189356832,0.8354114713216958,0.4748580042431235,0.7755610972568578,401.0,1375.0,0.3082041554214413,0.6346719193261374,0.5929576754570007,0.0021622127387672663,0.028388086706399918,0.0010309030767530203,0.015978174284100533,0.9156626506024097,0.7108433734939759,0.9879518072289156,0.8484605683097849,0.3980529031227299
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_epistasis_agg_results.csv
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
statistic,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine
|
| 2 |
+
count,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
|
| 3 |
+
null_count,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
| 4 |
+
mean,0.14331210191082802,0.08,0.08,0.135,0.14331210191082802,0.1592741935483871,0.08,0.08,0.135,0.144,NaN,0.5732484076433121,0.20809177866217812,0.7547770700636943,314.0,1488.0,0.17713130771282642,0.5081327303911569,0.3634144365787506,0.0026635515969246626,0.0325491800904274,0.0012899067951366305,0.017362430691719055,1.0,1.0,1.0
|
| 5 |
+
std,,,,,,,,,,,,,,,,,,,,,,,,,,
|
| 6 |
+
min,0.14331210191082802,0.08,0.08,0.135,0.14331210191082802,0.1592741935483871,0.08,0.08,0.135,0.144,NaN,0.5732484076433121,0.20809177866217812,0.7547770700636943,314.0,1488.0,0.17713130771282642,0.5081327303911569,0.3634144365787506,0.0026635515969246626,0.0325491800904274,0.0012899067951366305,0.017362430691719055,1.0,1.0,1.0
|
| 7 |
+
25%,0.14331210191082802,0.08,0.08,0.135,0.14331210191082802,0.1592741935483871,0.08,0.08,0.135,0.144,NaN,0.5732484076433121,0.20809177866217812,0.7547770700636943,314.0,1488.0,0.17713130771282642,0.5081327303911569,0.3634144365787506,0.0026635515969246626,0.0325491800904274,0.0012899067951366305,0.017362430691719055,1.0,1.0,1.0
|
| 8 |
+
50%,0.14331210191082802,0.08,0.08,0.135,0.14331210191082802,0.1592741935483871,0.08,0.08,0.135,0.144,NaN,0.5732484076433121,0.20809177866217812,0.7547770700636943,314.0,1488.0,0.17713130771282642,0.5081327303911569,0.3634144365787506,0.0026635515969246626,0.0325491800904274,0.0012899067951366305,0.017362430691719055,1.0,1.0,1.0
|
| 9 |
+
75%,0.14331210191082802,0.08,0.08,0.135,0.14331210191082802,0.1592741935483871,0.08,0.08,0.135,0.144,NaN,0.5732484076433121,0.20809177866217812,0.7547770700636943,314.0,1488.0,0.17713130771282642,0.5081327303911569,0.3634144365787506,0.0026635515969246626,0.0325491800904274,0.0012899067951366305,0.017362430691719055,1.0,1.0,1.0
|
| 10 |
+
max,0.14331210191082802,0.08,0.08,0.135,0.14331210191082802,0.1592741935483871,0.08,0.08,0.135,0.144,NaN,0.5732484076433121,0.20809177866217812,0.7547770700636943,314.0,1488.0,0.17713130771282642,0.5081327303911569,0.3634144365787506,0.0026635515969246626,0.0325491800904274,0.0012899067951366305,0.017362430691719055,1.0,1.0,1.0
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_epistasis_pred_de.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_epistasis_real_de.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/UPR_epistasis_results.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
perturbation,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine
|
| 2 |
+
ATF6,0.14331210191082802,0.08,0.08,0.135,0.14331210191082802,0.1592741935483871,0.08,0.08,0.135,0.144,NaN,0.5732484076433121,0.20809177866217812,0.7547770700636943,314.0,1488.0,0.17713130771282642,0.5081327303911569,0.3634144365787506,0.0026635515969246626,0.0325491800904274,0.0012899067951366305,0.017362430691719055,1.0,1.0,1.0
|
OpusCellDiff_cfg_prob_0.15_new_config_steps_1500k/evaluation_results_cfg2.0/day7neuron_agg_results.csv
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
statistic,overlap_at_N,overlap_at_50,overlap_at_100,overlap_at_200,overlap_at_500,precision_at_N,precision_at_50,precision_at_100,precision_at_200,precision_at_500,de_spearman_sig,de_direction_match,de_spearman_lfc_sig,de_sig_genes_recall,de_nsig_counts_real,de_nsig_counts_pred,pr_auc,roc_auc,pearson_delta,mse,mae,mse_delta,mae_delta,discrimination_score_l1,discrimination_score_l2,discrimination_score_cosine,pearson_edistance,clustering_agreement
|
| 2 |
+
count,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0
|
| 3 |
+
null_count,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
| 4 |
+
mean,0.05927202639353695,0.006666666666666666,0.01505668934240363,0.022001133786848075,0.037577804553555735,0.06156263891599445,0.006666666666666666,0.015000000000000001,0.02125661375661376,0.03675661375661375,0.44831110769203886,0.7520158506664862,0.11757525910948402,0.06100716396785615,374.8333333333333,107.55555555555556,0.20340121892059673,0.5296604452307906,0.17823229393818313,0.016289143202205498,0.08310202716125382,0.006227299816802972,0.048441207036376,0.5401234567901234,0.5493827160493827,0.6018518518518517,0.6744169830281342,0.048950328504662306
|
| 5 |
+
std,0.17517193952935267,0.015339299776947408,0.03904929912602972,0.059688004542653,0.10016101813852366,0.1804340298713627,0.015339299776947408,0.03899472060797612,0.05978362375855883,0.10036659214182926,5.712050337475533e-17,0.1612360876493163,0.2557660257049615,0.1775071615421727,537.7762764657919,303.3625713122873,0.29709711675281575,0.06473429655356855,0.19795013751662016,0.004841199734533858,0.014407096783986273,0.00395065837760007,0.01703518047953081,0.2825123023879931,0.2851243462819929,0.3020445940902967,0.0,0.0
|
| 6 |
+
min,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4483111076920389,0.5,-0.2032967032967033,0.0,2.0,0.0,0.0015241925773616012,0.4342585628780045,-0.09658106416463852,0.008641979657113552,0.06244083493947983,0.0010423838393762708,0.0210032407194376,0.11111111111111116,0.16666666666666663,0.16666666666666663,0.674416983028134,0.04895032850466231
|
| 7 |
+
25%,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4483111076920389,0.5555555555555556,-0.05,0.0,15.0,1.0,0.011665079982579601,0.48358156618486114,0.05868546664714813,0.01156871858984232,0.0695110335946083,0.002489292062819004,0.03309088945388794,0.33333333333333337,0.2777777777777778,0.33333333333333337,0.674416983028134,0.04895032850466231
|
| 8 |
+
50%,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4483111076920389,0.8333333333333334,0.0752876171658501,0.0,88.0,3.0,0.04597019068275853,0.5223869346733669,0.14227594435214996,0.01598072424530983,0.08418182283639908,0.005785762332379818,0.05122435465455055,0.5555555555555556,0.5555555555555556,0.6111111111111112,0.674416983028134,0.04895032850466231
|
| 9 |
+
75%,0.0024227740763173833,0.0,0.0,0.005,0.002,0.0,0.0,0.0,0.0,0.0,0.4483111076920389,0.8831011508176863,0.18094544955073405,0.0024227740763173833,561.0,13.0,0.2771653977737244,0.5555337652442993,0.2912948429584503,0.020103169605135918,0.09506535530090332,0.00957295298576355,0.061336494982242584,0.7777777777777778,0.7777777777777778,0.9444444444444444,0.674416983028134,0.04895032850466231
|
| 10 |
+
max,0.6994171523730225,0.04,0.15,0.24,0.356,0.6991803278688524,0.04,0.15,0.24,0.356,0.4483111076920389,0.9508742714404663,1.0,0.7102414654454621,1651.0,1220.0,0.8542496846948174,0.6743254213478755,0.6113529801368713,0.02480592019855976,0.11058972030878067,0.012982289306819439,0.07386640459299088,1.0,1.0,1.0,0.674416983028134,0.04895032850466231
|