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OnClass.data-00000-of-00001

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OnClass.npz

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accuracies.json

@@ -1,4 +1,4 @@
 {
-    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| eye photoreceptor cell | 146 | 1.00 | 0.99 | 0.96 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| enteroglial cell | 82 | 1.00 | 0.99 | 0.95 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| neuron | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retinal bipolar neuron | 3 | 0.75 | 0.50 | 0.50 | 0.67 | 0.00 | 0.57 | 1.00 | 0.50 | 1.00 |\n| retina horizontal cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| eye photoreceptor cell | 1379 | 1.00 | 1.00 | 0.98 | 0.99 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| enteroglial cell | 864 | 1.00 | 0.95 | 0.96 | 0.99 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| neuron | 68 | 0.98 | 0.00 | 0.90 | 0.92 | 0.00 | 0.99 | 1.00 | 0.99 | 0.99 |\n| retinal bipolar neuron | 54 | 0.91 | 0.76 | 0.94 | 0.87 | 0.00 | 0.97 | 1.00 | 0.96 | 1.00 |\n| retina horizontal cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 0.89 | 1.00 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| eye photoreceptor cell | 150 | 1.00 | 0.99 | 0.96 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 0.99 |\n| enteroglial cell | 78 | 1.00 | 0.99 | 0.95 | 0.97 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| neuron | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retinal bipolar neuron | 4 | 0.89 | 0.40 | 0.40 | 0.57 | 0.00 | 0.89 | 1.00 | 0.75 | 0.86 |\n| retina horizontal cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| eye photoreceptor cell | 1375 | 1.00 | 1.00 | 0.98 | 0.99 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| enteroglial cell | 864 | 1.00 | 0.95 | 0.96 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| neuron | 72 | 0.99 | 0.00 | 0.90 | 1.00 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |\n| retinal bipolar neuron | 53 | 0.95 | 0.77 | 0.94 | 0.71 | 0.00 | 0.96 | 1.00 | 1.00 | 0.99 |\n| retina horizontal cell | 4 | 0.00 | 0.00 | 0.00 | 0.40 | 0.00 | 0.67 | 1.00 | 1.00 | 0.86 |"
 }

celltypist.pkl

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harmony_knn_classifier.joblib

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popv_output/predictions.csv

@@ -1,18 +1,15 @@
 ,popv_celltypist_prediction,popv_knn_bbknn_prediction,popv_knn_harmony_prediction,popv_knn_on_scvi_prediction,popv_onclass_prediction,popv_scanvi_prediction,popv_svm_prediction,popv_xgboost_prediction,popv_prediction,popv_prediction_score,popv_majority_vote_prediction,popv_majority_vote_score,popv_parent
 TSP15_Eye_NeuroretinaEtc_10X_3_1_AACACACTCTCAGGCG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_AAGACAAAGTGCCCGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP15_Eye_NeuroretinaEtc_10X_3_1_AATCGTGAGCACTCAT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP15_Eye_NeuroretinaEtc_10X_3_1_ACAGGGATCTTAATCC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_ACATTTCCACACCTTC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_ACCCTCAGTCTCGACG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP15_Eye_NeuroretinaEtc_10X_3_1_ACTATGGTCTTTCCAA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP15_Eye_NeuroretinaEtc_10X_3_1_AGAAGCGGTCCTACGG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP15_Eye_NeuroretinaEtc_10X_3_1_AGAGCAGTCCGGGACT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_AGCCAGCCAGCCTATA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP15_Eye_NeuroretinaEtc_10X_3_1_AGGATCTAGCAAGCCA,retinal bipolar neuron,eye photoreceptor cell,eye photoreceptor cell,retinal bipolar neuron,cone retinal bipolar cell,retina horizontal cell,retinal bipolar neuron,eye photoreceptor cell,retinal bipolar neuron,4,retinal bipolar neuron,4,visual system neuron
+TSP15_Eye_NeuroretinaEtc_10X_3_1_AGGATCTAGCAAGCCA,retinal bipolar neuron,eye photoreceptor cell,eye photoreceptor cell,retinal bipolar neuron,cone retinal bipolar cell,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,6,retinal bipolar neuron,6,bipolar neuron
 TSP15_Eye_NeuroretinaEtc_10X_3_1_AGGGAGTGTCGAGTTT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP15_Eye_NeuroretinaEtc_10X_3_1_AGGGCCTGTCCTCATC,retinal bipolar neuron,enteroglial cell,eye photoreceptor cell,retinal bipolar neuron,glial cell,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,5,retinal bipolar neuron,6,visual system neuron
 TSP15_Eye_NeuroretinaEtc_10X_3_1_ATCGTAGAGGCTGTAG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_ATTCCTAAGTCACACT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP15_Eye_NeuroretinaEtc_10X_3_1_CAAGAGGTCCCAGGCA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_CAGCACGCAAGGTCGA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_CATCCCAGTAGACTGG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_CATGGTAGTGAGTTGG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
@@ -21,38 +18,39 @@ TSP15_Eye_NeuroretinaEtc_10X_3_1_CTCAATTCACGCTGTG,eye photoreceptor cell,eye pho
 TSP15_Eye_NeuroretinaEtc_10X_3_1_CTGAGGCAGCCATATC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_CTGTACCTCGTGGCTG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_CTTCCGAGTACCTAGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP15_Eye_NeuroretinaEtc_10X_3_1_GAAGAATAGCAGCCCT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_GAGGGATAGCGGTATG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_GGGTGAAAGACTTGTC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP15_Eye_NeuroretinaEtc_10X_3_1_GGTTAACCAGCAGATG,retinal bipolar neuron,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,retina horizontal cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,5,eye photoreceptor cell,6,photoreceptor cell
+TSP15_Eye_NeuroretinaEtc_10X_3_1_GGTTAACCAGCAGATG,retinal bipolar neuron,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
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+TSP15_Eye_NeuroretinaEtc_10X_3_1_GTGGGAACACTAGGTT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_TAGATCGCAAGTGCAG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_TATTGCTCACGGTCTG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_TATTGCTGTCTCAGGC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP15_Eye_NeuroretinaEtc_10X_3_1_TCCGATCGTGTATCCA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_TCGCTTGCAGCAGTGA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_TCTGTCGGTTTGCAGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_TGAGCGCCATCTGTTT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP15_Eye_NeuroretinaEtc_10X_3_1_TGCTGAAAGCGACAGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP15_Eye_NeuroretinaEtc_10X_3_1_TGCGGCATCATCACTT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_TGGAGAGTCAAGGCTT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP15_Eye_NeuroretinaEtc_10X_3_1_TGTTTGTTCGTCTACC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP14_LI_Distal_10X_1_1_AATGGAACAGGATCTT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Distal_10X_1_1_ACACCAATCTCCTGCA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Distal_10X_1_1_ACAGGGAAGTAACCGG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Distal_10X_1_1_ACCATTTGTCATCTAG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
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 TSP14_LI_Distal_10X_1_1_ATCTCTAAGGTAAACT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP14_LI_Distal_10X_1_1_CACAACATCTCTGGTC,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
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-TSP14_LI_Distal_10X_1_1_CATCCCAGTACGGTTT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
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-TSP14_LI_Distal_10X_1_1_CGTGATACAACCACAT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
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@@ -72,58 +70,59 @@ TSP14_LI_Distal_10X_1_1_GTTAGACCACCCTTGT,enteroglial cell,enteroglial cell,enter
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 TSP14_LI_Distal_10X_1_1_TACGGGCGTCCATACA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP14_LI_Distal_10X_1_1_TAGACCAGTATGAGGC,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Distal_10X_1_1_TATCTGTAGGTTCACT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP14_LI_Distal_10X_1_1_TCATGCCGTCAAACGG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP14_LI_Distal_10X_1_1_TCCCATGTCCGCAGTG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
+TSP14_LI_Distal_10X_1_1_TCCCATGTCCGCAGTG,enteroglial cell,enteroglial cell,enteroglial cell,neuron,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,6,enteroglial cell,7,enteroglial cell
 TSP14_LI_Distal_10X_1_1_TCCTCCCGTGTCTTAG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP14_LI_Distal_10X_1_1_TCCTTCTAGACCTCAT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Distal_10X_1_1_TCGGATATCTTAGGAC,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Distal_10X_1_1_TCTTAGTTCAGAGTGG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Distal_10X_1_1_TGCCGAGTCTTAATCC,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Distal_10X_1_1_TGCGGCACAATCACGT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Distal_10X_1_1_TGGGATTCAAGAGGCT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Distal_10X_1_1_TTACGCCAGCCATTCA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
+TSP14_LI_Distal_10X_1_1_TTCAGGACATATCTCT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Distal_10X_1_1_TTCTGTATCCCTCTAG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Distal_10X_1_1_TTGATGGTCGCACTCT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Distal_10X_1_1_TTGGGCGTCTAGTTCT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP5_Eye_NA_10X_1_1_ACCGTTCGTCGCGGTT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_1_ACCTGTCTCTAGACCA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP5_Eye_NA_10X_1_1_AGGTCTAGTGCGGATA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP5_Eye_NA_10X_1_1_CAACAACCACCTCTGT,retinal bipolar neuron,eye photoreceptor cell,eye photoreceptor cell,retinal bipolar neuron,photoreceptor cell,retinal bipolar neuron,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,4,eye photoreceptor cell,5,visual system neuron
+TSP5_Eye_NA_10X_1_1_CAACAACCACCTCTGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,retinal bipolar neuron,glial cell,retinal bipolar neuron,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,5,eye photoreceptor cell,6,visual system neuron
 TSP5_Eye_NA_10X_1_1_CAACCTCTCTTCCCGA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_1_CACTAAGCATGGTGGA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_1_CACTTCGCATCCGAAT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_1_CATAGACCACGATTCA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_1_CTCCAACAGTCAGAGC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP5_Eye_NA_10X_1_1_CTTCAATTCGCGATCG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_1_CTCCTTTTCGGCTGGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_1_CTGTCGTCACGACCTG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,retinal bipolar neuron,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
+TSP5_Eye_NA_10X_1_1_CTTCTAAAGATACGAT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_1_GACACGCCAGTAGTGG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_1_GAGCTGCGTAACCCGC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_1_GAGTGTTTCACAGAGG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_1_GGTAATCCAGAACTCT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_1_GGTGTTACAATGAGCG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_1_GTCTCACTCCCGAACG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_1_TAACGACAGCAGCACA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_1_TAGAGTCAGTCTCTGA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_1_TATACCTGTGTGTTTG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_1_TCAATCTCATTCTGTT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP5_Eye_NA_10X_1_1_TGCAGTATCAGATTGC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP5_Eye_NA_10X_1_1_TGGGCTGGTCCGACGT,eye photoreceptor cell,eye photoreceptor cell,enteroglial cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
+TSP5_Eye_NA_10X_1_1_TGGGCTGGTCCGACGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_1_TTAGGCAGTGCAACGA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_1_TTCCGGTGTACAGAAT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_1_TTCTCTCTCGAACTCA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP21_Eye_Posterior_10X_1_1_AACCACATCTACGGGC,retinal bipolar neuron,enteroglial cell,eye photoreceptor cell,eye photoreceptor cell,cone retinal bipolar cell,retinal bipolar neuron,retinal bipolar neuron,eye photoreceptor cell,retinal bipolar neuron,4,retinal bipolar neuron,4,visual system neuron
-TSP21_Eye_Posterior_10X_1_1_AACCTGAAGCGTTCAT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP21_Eye_Posterior_10X_1_1_AACCACATCTACGGGC,retinal bipolar neuron,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,cone retinal bipolar cell,retinal bipolar neuron,retinal bipolar neuron,eye photoreceptor cell,eye photoreceptor cell,4,eye photoreceptor cell,4,visual system neuron
+TSP21_Eye_Posterior_10X_1_1_AACCTGAAGCGTTCAT,eye photoreceptor cell,eye photoreceptor cell,enteroglial cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_AAGATAGAGCACTAGG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_ACAGAAACATCGCTCT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_ACCTGAATCGCCTTGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_AGATCCAAGGTACAGC,eye photoreceptor cell,eye photoreceptor cell,enteroglial cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
-TSP21_Eye_Posterior_10X_1_1_AGATCGTCACCAGTAT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP21_Eye_Posterior_10X_1_1_AGATCGTCACCAGTAT,eye photoreceptor cell,eye photoreceptor cell,enteroglial cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_AGTCACAAGCAAATGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_AGTCACACATACTGTG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP21_Eye_Posterior_10X_1_1_AGTGCCGGTAACGGTG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_ATGAGTCCACGGTCTG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_CACTGAAAGTTGCGCC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_CAGATTGTCTGGAAGG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_CATACTTCATGAAAGT,eye photoreceptor cell,eye photoreceptor cell,enteroglial cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_CATACTTGTTACGATC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_CATCCACGTACCAATC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP21_Eye_Posterior_10X_1_1_CCAAGCGCAAAGGGTC,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,cone retinal bipolar cell,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,8,retinal bipolar neuron,8,bipolar neuron
 TSP21_Eye_Posterior_10X_1_1_CCCTTAGGTAGTGTGG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_CCGCAAGGTTGCCGAC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_CGCGTGACATAGCTGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
@@ -131,70 +130,68 @@ TSP21_Eye_Posterior_10X_1_1_CGGGTCATCGGCTGAC,eye photoreceptor cell,eye photorec
 TSP21_Eye_Posterior_10X_1_1_CTGATCCAGGTCCCGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_CTTCTAACATCCCACT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_CTTGATTGTGTTGACT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP21_Eye_Posterior_10X_1_1_GAACGTTTCTATCGGA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_GAAGCGAAGCGCTGAA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_GAAGTAATCCGCAGTG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_GAATAGACACCGCTGA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_GACGTTACAGGTCTCG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP21_Eye_Posterior_10X_1_1_GAGCCTGCAAACCACT,eye photoreceptor cell,eye photoreceptor cell,enteroglial cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_GATGATCGTTGGTACT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_GATTGGTTCACTGTTT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_GCTTTCGAGTCATCGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_GGATGTTCAACGGCTC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP21_Eye_Posterior_10X_1_1_GGGTATTAGCGAGGAG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,retinal bipolar neuron,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
+TSP21_Eye_Posterior_10X_1_1_GGGCTCATCAGACAAA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP21_Eye_Posterior_10X_1_1_GGGTATTAGCGAGGAG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,retina horizontal cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_GGGTTTAGTCTCCCTA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP21_Eye_Posterior_10X_1_1_GTAGATCTCTTACCAT,eye photoreceptor cell,eye photoreceptor cell,enteroglial cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
-TSP21_Eye_Posterior_10X_1_1_GTCAAGTAGGGAGTTC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP21_Eye_Posterior_10X_1_1_GTAGATCTCTTACCAT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_GTGTGGCCAAGTTCGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP21_Eye_Posterior_10X_1_1_GTTTGGACAGCTGTCG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP21_Eye_Posterior_10X_1_1_GTTTGGATCGTGTCAA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP21_Eye_Posterior_10X_1_1_TACCTCGCAGCTCTGG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_TACTTCATCTTCCAGC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_TATATCCCACACCTGG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP21_Eye_Posterior_10X_1_1_TCAGTCCGTACACGTT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP21_Eye_Posterior_10X_1_1_TCATACTCAGAACTCT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_TCCACCATCACAACCA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_TCGCACTTCCCGAGAC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_TCGCAGGTCAGCATTG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP21_Eye_Posterior_10X_1_1_TCGTGCTCACGTACTA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_TCGTGGGAGGTAAGGA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_TGACGCGGTTCGTTCC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP21_Eye_Posterior_10X_1_1_TGAGCATTCAAACGAA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_TGGGCTGCACCATAAC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP21_Eye_Posterior_10X_1_1_TGTGTGAGTTTACGAC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_TTACGCCGTATCATGC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_TTATTGCAGCGACCCT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP14_LI_Proximal_10X_1_1_ACCCAAACAGAGGGTT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP14_LI_Proximal_10X_1_1_ACTTATCAGATTTGCC,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
+TSP14_LI_Proximal_10X_1_1_ACGTCCTTCTCATTGT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Proximal_10X_1_1_AGAACAAAGGTCACCC,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
+TSP14_LI_Proximal_10X_1_1_ATGACCAGTGTTCGAT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Proximal_10X_1_1_CAAGGGACATGTTCAG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP14_LI_Proximal_10X_1_1_CAATTTCTCGGCTTCT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Proximal_10X_1_1_CAGGTATCACGTCATA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP14_LI_Proximal_10X_1_1_CATGCCTTCCACACAA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Proximal_10X_1_1_CTGTATTAGCGTGTCC,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
+TSP14_LI_Proximal_10X_1_1_CTTAGGAGTTTACGTG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Proximal_10X_1_1_GATTCTTCACTCCTTG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Proximal_10X_1_1_GGAGCAATCAGCTGTA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Proximal_10X_1_1_GTCCTCAAGGCCCAAA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
+TSP14_LI_Proximal_10X_1_1_GTTGCTCAGTTGTCAC,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Proximal_10X_1_1_TAACTTCTCTGGCCGA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP14_LI_Proximal_10X_1_1_TCAATCTAGTGAGCCA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Proximal_10X_1_1_TCAGTCCTCAAGTGTC,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
+TSP14_LI_Proximal_10X_1_1_TCTGTCGTCGATGGAG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Proximal_10X_1_1_TTACTGTGTGTCGCTG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Proximal_10X_1_1_TTCCTAAAGATCGCTT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Proximal_10X_1_1_TTCCTAACACTGTGTA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP14_LI_Proximal_10X_1_1_TTTCAGTAGACCCTTA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP5_Eye_NA_10X_1_2_AACCTTTTCCGCGGAT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP5_Eye_NA_10X_1_2_ACCCAAATCTACACAG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_ACTTTCATCCTAAACG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_AGATCCATCAAAGAAC,eye photoreceptor cell,eye photoreceptor cell,enteroglial cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_AGCCAATGTTTACTTC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP5_Eye_NA_10X_1_2_AGCGCTGTCACCATCC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_2_AGCGCTGGTCTAGGTT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_AGTGTTGAGCGTCAAG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_ATTCCATTCAATGTCG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_CAAGGGACATCCGTGG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_CACGTTCGTCTGTGCG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_2_CAGCAGCTCCTCTCGA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_CAGGTATTCTGCTAGA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_CCGTAGGAGTTGAATG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_CCTCCAAAGGTTATAG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_CGTGTCTTCTGGGATT,eye photoreceptor cell,eye photoreceptor cell,enteroglial cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
-TSP5_Eye_NA_10X_1_2_CGTTCTGCATCCGCGA,eye photoreceptor cell,eye photoreceptor cell,enteroglial cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_CTAAGTGAGAATTGTG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_2_CTCATGCGTACTAACC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_2_CTCCAACCATCGAAGG,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,eye photoreceptor cell,cone retinal bipolar cell,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,7,retinal bipolar neuron,7,bipolar neuron
 TSP5_Eye_NA_10X_1_2_CTGATCCAGTCCCAGC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_CTGTGGGCAGCTACAT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_CTGTGGGGTATACAGA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
@@ -205,29 +202,33 @@ TSP5_Eye_NA_10X_1_2_GCAGCCAGTCGCACAC,eye photoreceptor cell,eye photoreceptor ce
 TSP5_Eye_NA_10X_1_2_GCATTAGAGTCGAATA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_GCTCAAACAATAGGGC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_GGAGATGAGGGAACAA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP5_Eye_NA_10X_1_2_GGATCTATCTACACAG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_2_GGTAGAGTCAAGCCGC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_GGTGAAGAGAGTTGAT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_GTGGAGATCATGTCTT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_TAACGACCAGGTTCAT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP5_Eye_NA_10X_1_2_TACGCTCCAAGACTGG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_2_TACCTGCCAATCACGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_TAGCACAGTTCCGGTG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP5_Eye_NA_10X_1_2_TCACTCGAGTCGAAGC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_TCCACGTCAACCGACC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP5_Eye_NA_10X_1_2_TCGGGTGTCAGCATTG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_2_TCCGGGAAGTGAACAT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_TGAGGTTAGAGGCGGA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_TGATCAGCACGATTCA,eye photoreceptor cell,eye photoreceptor cell,enteroglial cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
-TSP5_Eye_NA_10X_1_2_TGTAAGCCACCTTCGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_2_TGCGGGTGTCGTATTG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_2_TGGAGAGCATCACAGT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_2_TGGTGATGTTAAGAAC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_TTACAGGCAGGTCCCA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP5_Eye_NA_10X_1_2_TTTACTGTCGCCGATG,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
-TSP27_LI_ColonAscending_10X3primev31_1_1_AAGGTAAAGCCGAACA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP27_LI_ColonAscending_10X3primev31_1_1_AGGTTACCAAACACCT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP27_LI_ColonAscending_10X3primev31_1_1_ATTTACCTCCGCAACG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP27_LI_ColonAscending_10X3primev31_1_1_CACTGAAGTCCCGGTA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
+TSP5_Eye_NA_10X_1_2_TTCATGTTCTTTACAC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_2_TTGAACGAGGGCAATC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_2_TTGATGGCACCATAAC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_2_TTTACCAGTAAGCAAT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP5_Eye_NA_10X_1_2_TTTCCTCTCATCGACA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,7,eye photoreceptor cell,8,photoreceptor cell
+TSP27_LI_ColonAscending_10X3primev31_1_1_ACCCTCAGTGAATTAG,enteroglial cell,enteroglial cell,enteroglial cell,neuron,glial cell,neuron,enteroglial cell,enteroglial cell,enteroglial cell,5,enteroglial cell,6,glial cell
+TSP27_LI_ColonAscending_10X3primev31_1_1_ACCTGAAGTAGTGCGA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
+TSP27_LI_ColonAscending_10X3primev31_1_1_CACTGAAGTCCCGGTA,enteroglial cell,enteroglial cell,enteroglial cell,neuron,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,6,enteroglial cell,7,enteroglial cell
+TSP27_LI_ColonAscending_10X3primev31_1_1_CCAATGACAAAGACTA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP27_LI_ColonAscending_10X3primev31_1_1_CCCGAAGCAAGAGGTC,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP27_LI_ColonAscending_10X3primev31_1_1_CCTACGTCACAGCTGC,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP27_LI_ColonAscending_10X3primev31_1_1_CGAGAAGTCTACTCAT,enteroglial cell,enteroglial cell,neuron,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,6,enteroglial cell,7,enteroglial cell
-TSP27_LI_ColonAscending_10X3primev31_1_1_CTGCGAGAGAGATTCA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP27_LI_ColonAscending_10X3primev31_1_1_GGTCTGGGTTGAGGAC,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
+TSP27_LI_ColonAscending_10X3primev31_1_1_CGATGCGAGTCTGCAT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
+TSP27_LI_ColonAscending_10X3primev31_1_1_GATCACAGTACTGCGC,enteroglial cell,enteroglial cell,enteroglial cell,neuron,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,6,enteroglial cell,7,enteroglial cell
+TSP27_LI_ColonAscending_10X3primev31_1_1_GTCATTTGTATGAAGT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
+TSP27_LI_ColonAscending_10X3primev31_1_1_TACCGGGAGTCATCCA,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
+TSP27_LI_ColonAscending_10X3primev31_1_1_TCGTGGGTCATTACCT,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
 TSP27_LI_ColonAscending_10X3primev31_1_1_TGATGCACATGACAGG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP27_LI_ColonAscending_10X3primev31_1_1_TGGTAGTAGAATCTAG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
-TSP27_LI_ColonAscending_10X3primev31_1_1_TTCATGTTCCGCTTAC,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell

preprocessing.json

@@ -49,7 +49,6 @@
         "ENSG00000008086",
         "ENSG00000008130",
         "ENSG00000008294",
-        "ENSG00000008441",
         "ENSG00000008838",
         "ENSG00000009780",
         "ENSG00000009830",
@@ -62,7 +61,6 @@
         "ENSG00000010292",
         "ENSG00000010318",
         "ENSG00000010322",
-        "ENSG00000010810",
         "ENSG00000011007",
         "ENSG00000011009",
         "ENSG00000011021",
@@ -79,6 +77,7 @@
         "ENSG00000013375",
         "ENSG00000013523",
         "ENSG00000013561",
+        "ENSG00000014123",
         "ENSG00000014216",
         "ENSG00000014824",
         "ENSG00000014919",
@@ -104,7 +103,6 @@
         "ENSG00000024048",
         "ENSG00000025039",
         "ENSG00000025156",
-        "ENSG00000026297",
         "ENSG00000026508",
         "ENSG00000027001",
         "ENSG00000027697",
@@ -138,6 +136,7 @@
         "ENSG00000039123",
         "ENSG00000039560",
         "ENSG00000039650",
+        "ENSG00000040633",
         "ENSG00000041802",
         "ENSG00000042753",
         "ENSG00000043093",
@@ -209,7 +208,6 @@
         "ENSG00000060491",
         "ENSG00000060688",
         "ENSG00000060971",
-        "ENSG00000061273",
         "ENSG00000061337",
         "ENSG00000061794",
         "ENSG00000061936",
@@ -261,10 +259,10 @@
         "ENSG00000067048",
         "ENSG00000067064",
         "ENSG00000067113",
-        "ENSG00000067167",
         "ENSG00000067182",
         "ENSG00000067248",
         "ENSG00000067334",
+        "ENSG00000067533",
         "ENSG00000067596",
         "ENSG00000067646",
         "ENSG00000067829",
@@ -295,6 +293,7 @@
         "ENSG00000070087",
         "ENSG00000070214",
         "ENSG00000070367",
+        "ENSG00000070404",
         "ENSG00000070501",
         "ENSG00000070540",
         "ENSG00000070610",
@@ -312,6 +311,7 @@
         "ENSG00000071537",
         "ENSG00000071553",
         "ENSG00000071564",
+        "ENSG00000071626",
         "ENSG00000071859",
         "ENSG00000071994",
         "ENSG00000072041",
@@ -322,7 +322,6 @@
         "ENSG00000072210",
         "ENSG00000072274",
         "ENSG00000072310",
-        "ENSG00000072364",
         "ENSG00000072506",
         "ENSG00000072682",
         "ENSG00000072849",
@@ -402,13 +401,13 @@
         "ENSG00000080561",
         "ENSG00000080802",
         "ENSG00000081014",
+        "ENSG00000081052",
         "ENSG00000081059",
         "ENSG00000081087",
         "ENSG00000081148",
         "ENSG00000081177",
         "ENSG00000081181",
         "ENSG00000081277",
-        "ENSG00000081307",
         "ENSG00000081665",
         "ENSG00000081721",
         "ENSG00000081791",
@@ -417,14 +416,11 @@
         "ENSG00000082153",
         "ENSG00000082213",
         "ENSG00000082258",
-        "ENSG00000082269",
         "ENSG00000082397",
-        "ENSG00000082458",
         "ENSG00000082641",
         "ENSG00000082781",
         "ENSG00000083093",
         "ENSG00000083123",
-        "ENSG00000083223",
         "ENSG00000083290",
         "ENSG00000083457",
         "ENSG00000083520",
@@ -513,10 +509,10 @@
         "ENSG00000089902",
         "ENSG00000090006",
         "ENSG00000090020",
-        "ENSG00000090061",
         "ENSG00000090097",
         "ENSG00000090263",
         "ENSG00000090316",
+        "ENSG00000090432",
         "ENSG00000090487",
         "ENSG00000090661",
         "ENSG00000090674",
@@ -591,6 +587,7 @@
         "ENSG00000099624",
         "ENSG00000099785",
         "ENSG00000099795",
+        "ENSG00000099797",
         "ENSG00000099814",
         "ENSG00000099940",
         "ENSG00000099942",
@@ -646,7 +643,6 @@
         "ENSG00000100425",
         "ENSG00000100426",
         "ENSG00000100504",
-        "ENSG00000100505",
         "ENSG00000100519",
         "ENSG00000100532",
         "ENSG00000100568",
@@ -655,6 +651,7 @@
         "ENSG00000100583",
         "ENSG00000100591",
         "ENSG00000100596",
+        "ENSG00000100612",
         "ENSG00000100647",
         "ENSG00000100697",
         "ENSG00000100714",
@@ -737,7 +734,6 @@
         "ENSG00000102543",
         "ENSG00000102575",
         "ENSG00000102580",
-        "ENSG00000102606",
         "ENSG00000102710",
         "ENSG00000102738",
         "ENSG00000102805",
@@ -753,7 +749,8 @@
         "ENSG00000103047",
         "ENSG00000103051",
         "ENSG00000103091",
-        "ENSG00000103152",
+        "ENSG00000103121",
+        "ENSG00000103126",
         "ENSG00000103160",
         "ENSG00000103196",
         "ENSG00000103222",
@@ -777,6 +774,7 @@
         "ENSG00000103642",
         "ENSG00000103671",
         "ENSG00000103707",
+        "ENSG00000103769",
         "ENSG00000103888",
         "ENSG00000103966",
         "ENSG00000103978",
@@ -796,6 +794,7 @@
         "ENSG00000104472",
         "ENSG00000104549",
         "ENSG00000104611",
+        "ENSG00000104613",
         "ENSG00000104635",
         "ENSG00000104671",
         "ENSG00000104687",
@@ -830,6 +829,7 @@
         "ENSG00000105202",
         "ENSG00000105204",
         "ENSG00000105223",
+        "ENSG00000105248",
         "ENSG00000105270",
         "ENSG00000105278",
         "ENSG00000105281",
@@ -842,6 +842,7 @@
         "ENSG00000105429",
         "ENSG00000105443",
         "ENSG00000105472",
+        "ENSG00000105518",
         "ENSG00000105519",
         "ENSG00000105576",
         "ENSG00000105607",
@@ -852,6 +853,7 @@
         "ENSG00000105669",
         "ENSG00000105671",
         "ENSG00000105698",
+        "ENSG00000105705",
         "ENSG00000105722",
         "ENSG00000105732",
         "ENSG00000105792",
@@ -908,7 +910,6 @@
         "ENSG00000107290",
         "ENSG00000107331",
         "ENSG00000107371",
-        "ENSG00000107404",
         "ENSG00000107438",
         "ENSG00000107537",
         "ENSG00000107560",
@@ -1008,6 +1009,7 @@
         "ENSG00000110171",
         "ENSG00000110172",
         "ENSG00000110200",
+        "ENSG00000110218",
         "ENSG00000110315",
         "ENSG00000110330",
         "ENSG00000110344",
@@ -1024,7 +1026,6 @@
         "ENSG00000110697",
         "ENSG00000110711",
         "ENSG00000110721",
-        "ENSG00000110768",
         "ENSG00000110811",
         "ENSG00000110871",
         "ENSG00000110880",
@@ -1064,7 +1065,6 @@
         "ENSG00000111752",
         "ENSG00000111775",
         "ENSG00000111790",
-        "ENSG00000111802",
         "ENSG00000111845",
         "ENSG00000111875",
         "ENSG00000111879",
@@ -1074,10 +1074,10 @@
         "ENSG00000111912",
         "ENSG00000111961",
         "ENSG00000111962",
+        "ENSG00000112078",
         "ENSG00000112079",
         "ENSG00000112130",
         "ENSG00000112208",
-        "ENSG00000112237",
         "ENSG00000112242",
         "ENSG00000112249",
         "ENSG00000112290",
@@ -1121,7 +1121,6 @@
         "ENSG00000113575",
         "ENSG00000113593",
         "ENSG00000113597",
-        "ENSG00000113621",
         "ENSG00000113643",
         "ENSG00000113649",
         "ENSG00000113716",
@@ -1138,6 +1137,7 @@
         "ENSG00000114107",
         "ENSG00000114127",
         "ENSG00000114166",
+        "ENSG00000114209",
         "ENSG00000114349",
         "ENSG00000114388",
         "ENSG00000114473",
@@ -1159,7 +1159,6 @@
         "ENSG00000115053",
         "ENSG00000115073",
         "ENSG00000115084",
-        "ENSG00000115091",
         "ENSG00000115109",
         "ENSG00000115137",
         "ENSG00000115211",
@@ -1169,7 +1168,6 @@
         "ENSG00000115234",
         "ENSG00000115241",
         "ENSG00000115255",
-        "ENSG00000115306",
         "ENSG00000115310",
         "ENSG00000115317",
         "ENSG00000115355",
@@ -1199,7 +1197,6 @@
         "ENSG00000116095",
         "ENSG00000116120",
         "ENSG00000116128",
-        "ENSG00000116194",
         "ENSG00000116198",
         "ENSG00000116199",
         "ENSG00000116213",
@@ -1240,6 +1237,7 @@
         "ENSG00000117151",
         "ENSG00000117174",
         "ENSG00000117222",
+        "ENSG00000117228",
         "ENSG00000117262",
         "ENSG00000117362",
         "ENSG00000117394",
@@ -1258,7 +1256,6 @@
         "ENSG00000117640",
         "ENSG00000117691",
         "ENSG00000117713",
-        "ENSG00000117859",
         "ENSG00000117868",
         "ENSG00000117984",
         "ENSG00000118096",
@@ -1274,6 +1271,7 @@
         "ENSG00000118503",
         "ENSG00000118507",
         "ENSG00000118515",
+        "ENSG00000118518",
         "ENSG00000118523",
         "ENSG00000118579",
         "ENSG00000118640",
@@ -1326,6 +1324,7 @@
         "ENSG00000120158",
         "ENSG00000120159",
         "ENSG00000120162",
+        "ENSG00000120278",
         "ENSG00000120333",
         "ENSG00000120438",
         "ENSG00000120451",
@@ -1342,6 +1341,7 @@
         "ENSG00000120733",
         "ENSG00000120742",
         "ENSG00000120756",
+        "ENSG00000120784",
         "ENSG00000120800",
         "ENSG00000120802",
         "ENSG00000120832",
@@ -1491,6 +1491,7 @@
         "ENSG00000125851",
         "ENSG00000125877",
         "ENSG00000125901",
+        "ENSG00000125912",
         "ENSG00000125968",
         "ENSG00000126001",
         "ENSG00000126005",
@@ -1526,6 +1527,7 @@
         "ENSG00000127472",
         "ENSG00000127526",
         "ENSG00000127774",
+        "ENSG00000127804",
         "ENSG00000127824",
         "ENSG00000127837",
         "ENSG00000127838",
@@ -1590,8 +1592,8 @@
         "ENSG00000130227",
         "ENSG00000130244",
         "ENSG00000130304",
+        "ENSG00000130305",
         "ENSG00000130312",
-        "ENSG00000130313",
         "ENSG00000130338",
         "ENSG00000130340",
         "ENSG00000130347",
@@ -1657,6 +1659,7 @@
         "ENSG00000132423",
         "ENSG00000132437",
         "ENSG00000132467",
+        "ENSG00000132470",
         "ENSG00000132507",
         "ENSG00000132510",
         "ENSG00000132522",
@@ -1684,12 +1687,10 @@
         "ENSG00000133315",
         "ENSG00000133318",
         "ENSG00000133393",
-        "ENSG00000133398",
         "ENSG00000133606",
         "ENSG00000133612",
         "ENSG00000133657",
         "ENSG00000133731",
-        "ENSG00000133794",
         "ENSG00000133835",
         "ENSG00000133872",
         "ENSG00000133878",
@@ -1703,7 +1704,6 @@
         "ENSG00000134222",
         "ENSG00000134250",
         "ENSG00000134262",
-        "ENSG00000134278",
         "ENSG00000134283",
         "ENSG00000134287",
         "ENSG00000134313",
@@ -1722,6 +1722,7 @@
         "ENSG00000134717",
         "ENSG00000134758",
         "ENSG00000134769",
+        "ENSG00000134779",
         "ENSG00000134809",
         "ENSG00000134824",
         "ENSG00000134851",
@@ -1758,8 +1759,10 @@
         "ENSG00000135677",
         "ENSG00000135678",
         "ENSG00000135679",
+        "ENSG00000135686",
         "ENSG00000135698",
         "ENSG00000135744",
+        "ENSG00000135763",
         "ENSG00000135766",
         "ENSG00000135775",
         "ENSG00000135778",
@@ -1768,7 +1771,6 @@
         "ENSG00000135823",
         "ENSG00000135829",
         "ENSG00000135838",
-        "ENSG00000135842",
         "ENSG00000135845",
         "ENSG00000135913",
         "ENSG00000135930",
@@ -1788,7 +1790,6 @@
         "ENSG00000136152",
         "ENSG00000136158",
         "ENSG00000136160",
-        "ENSG00000136169",
         "ENSG00000136205",
         "ENSG00000136213",
         "ENSG00000136235",
@@ -1900,10 +1901,10 @@
         "ENSG00000138036",
         "ENSG00000138050",
         "ENSG00000138069",
+        "ENSG00000138085",
         "ENSG00000138119",
         "ENSG00000138162",
         "ENSG00000138166",
-        "ENSG00000138182",
         "ENSG00000138246",
         "ENSG00000138303",
         "ENSG00000138363",
@@ -1915,6 +1916,7 @@
         "ENSG00000138413",
         "ENSG00000138442",
         "ENSG00000138443",
+        "ENSG00000138448",
         "ENSG00000138449",
         "ENSG00000138459",
         "ENSG00000138587",
@@ -1956,7 +1958,6 @@
         "ENSG00000139624",
         "ENSG00000139631",
         "ENSG00000139636",
-        "ENSG00000139668",
         "ENSG00000139718",
         "ENSG00000139719",
         "ENSG00000139722",
@@ -1986,7 +1987,6 @@
         "ENSG00000140598",
         "ENSG00000140650",
         "ENSG00000140688",
-        "ENSG00000140750",
         "ENSG00000140829",
         "ENSG00000140905",
         "ENSG00000140939",
@@ -2002,7 +2002,6 @@
         "ENSG00000141076",
         "ENSG00000141084",
         "ENSG00000141127",
-        "ENSG00000141179",
         "ENSG00000141252",
         "ENSG00000141337",
         "ENSG00000141349",
@@ -2016,7 +2015,6 @@
         "ENSG00000141458",
         "ENSG00000141522",
         "ENSG00000141540",
-        "ENSG00000141556",
         "ENSG00000141562",
         "ENSG00000141582",
         "ENSG00000141644",
@@ -2101,7 +2099,6 @@
         "ENSG00000143799",
         "ENSG00000143815",
         "ENSG00000143819",
-        "ENSG00000143850",
         "ENSG00000143862",
         "ENSG00000143889",
         "ENSG00000143971",
@@ -2141,6 +2138,7 @@
         "ENSG00000145191",
         "ENSG00000145216",
         "ENSG00000145220",
+        "ENSG00000145241",
         "ENSG00000145293",
         "ENSG00000145354",
         "ENSG00000145388",
@@ -2185,6 +2183,7 @@
         "ENSG00000147121",
         "ENSG00000147155",
         "ENSG00000147162",
+        "ENSG00000147164",
         "ENSG00000147224",
         "ENSG00000147274",
         "ENSG00000147316",
@@ -2195,6 +2194,7 @@
         "ENSG00000147439",
         "ENSG00000147471",
         "ENSG00000147475",
+        "ENSG00000147604",
         "ENSG00000147642",
         "ENSG00000147650",
         "ENSG00000147654",
@@ -2210,7 +2210,6 @@
         "ENSG00000148153",
         "ENSG00000148154",
         "ENSG00000148158",
-        "ENSG00000148175",
         "ENSG00000148218",
         "ENSG00000148229",
         "ENSG00000148248",
@@ -2222,6 +2221,7 @@
         "ENSG00000148337",
         "ENSG00000148339",
         "ENSG00000148356",
+        "ENSG00000148358",
         "ENSG00000148396",
         "ENSG00000148399",
         "ENSG00000148498",
@@ -2244,6 +2244,7 @@
         "ENSG00000149196",
         "ENSG00000149212",
         "ENSG00000149231",
+        "ENSG00000149257",
         "ENSG00000149262",
         "ENSG00000149273",
         "ENSG00000149308",
@@ -2267,7 +2268,6 @@
         "ENSG00000150456",
         "ENSG00000150593",
         "ENSG00000150625",
-        "ENSG00000150712",
         "ENSG00000150753",
         "ENSG00000150756",
         "ENSG00000150760",
@@ -2283,6 +2283,7 @@
         "ENSG00000151135",
         "ENSG00000151148",
         "ENSG00000151229",
+        "ENSG00000151233",
         "ENSG00000151239",
         "ENSG00000151247",
         "ENSG00000151292",
@@ -2295,7 +2296,6 @@
         "ENSG00000151465",
         "ENSG00000151468",
         "ENSG00000151470",
-        "ENSG00000151498",
         "ENSG00000151500",
         "ENSG00000151502",
         "ENSG00000151503",
@@ -2303,7 +2303,6 @@
         "ENSG00000151553",
         "ENSG00000151576",
         "ENSG00000151657",
-        "ENSG00000151665",
         "ENSG00000151689",
         "ENSG00000151726",
         "ENSG00000151748",
@@ -2325,6 +2324,7 @@
         "ENSG00000152332",
         "ENSG00000152348",
         "ENSG00000152382",
+        "ENSG00000152409",
         "ENSG00000152413",
         "ENSG00000152457",
         "ENSG00000152465",
@@ -2411,7 +2411,6 @@
         "ENSG00000156052",
         "ENSG00000156110",
         "ENSG00000156136",
-        "ENSG00000156170",
         "ENSG00000156232",
         "ENSG00000156298",
         "ENSG00000156299",
@@ -2429,7 +2428,6 @@
         "ENSG00000156990",
         "ENSG00000157020",
         "ENSG00000157045",
-        "ENSG00000157106",
         "ENSG00000157110",
         "ENSG00000157150",
         "ENSG00000157152",
@@ -2450,7 +2448,6 @@
         "ENSG00000157654",
         "ENSG00000157778",
         "ENSG00000157823",
-        "ENSG00000157851",
         "ENSG00000157881",
         "ENSG00000157895",
         "ENSG00000157911",
@@ -2540,6 +2537,7 @@
         "ENSG00000161298",
         "ENSG00000161526",
         "ENSG00000161533",
+        "ENSG00000161542",
         "ENSG00000161551",
         "ENSG00000161677",
         "ENSG00000161714",
@@ -2553,7 +2551,6 @@
         "ENSG00000162076",
         "ENSG00000162144",
         "ENSG00000162174",
-        "ENSG00000162191",
         "ENSG00000162194",
         "ENSG00000162298",
         "ENSG00000162300",
@@ -2581,7 +2578,6 @@
         "ENSG00000162688",
         "ENSG00000162695",
         "ENSG00000162729",
-        "ENSG00000162733",
         "ENSG00000162735",
         "ENSG00000162736",
         "ENSG00000162769",
@@ -2597,6 +2593,7 @@
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