popV version: 0.6.0

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 | 142 | 1.00 | 1.00 | 0.98 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| enteroglial cell | 72 | 1.00 | 0.99 | 0.99 | 0.97 | 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 | 9 | 0.95 | 0.94 | 0.80 | 0.82 | 0.00 | 0.95 | 0.95 | 0.95 | 0.95 |\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 | 1380 | 1.00 | 1.00 | 0.99 | 0.97 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| enteroglial cell | 860 | 0.99 | 0.96 | 0.97 | 0.91 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| neuron | 70 | 0.94 | 0.00 | 0.89 | 0.51 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| retinal bipolar neuron | 48 | 0.96 | 0.87 | 0.92 | 0.87 | 0.00 | 0.97 | 1.00 | 1.00 | 0.99 |\n| retina horizontal cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.32 | 1.00 | 1.00 | 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 | 143 | 1.00 | 1.00 | 0.98 | 1.00 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| enteroglial cell | 72 | 1.00 | 1.00 | 0.98 | 0.97 | 0.00 | 0.95 | 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 | 6 | 0.92 | 0.92 | 0.67 | 0.80 | 0.00 | 0.92 | 0.92 | 0.92 | 0.92 |\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 | 1379 | 1.00 | 1.00 | 0.99 | 0.98 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| enteroglial cell | 861 | 1.00 | 0.96 | 0.97 | 0.94 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |\n| neuron | 69 | 0.97 | 0.00 | 0.91 | 0.50 | 0.00 | 0.95 | 1.00 | 0.99 | 0.99 |\n| retinal bipolar neuron | 51 | 0.96 | 0.89 | 0.89 | 0.74 | 0.00 | 0.94 | 1.00 | 1.00 | 0.99 |\n| retina horizontal cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.47 | 1.00 | 1.00 | 1.00 |"
 }

celltypist.pkl

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faiss_index.index

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 version https://git-lfs.github.com/spec/v1
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harmony_knn_classifier.index

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popv_output/predictions.csv

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 ,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_AAGTCGTGTGCCTTCT,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_ACGATCATCACGTAGT,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_ACGGTTATCGTTCAGA,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_ACGGTTATCGTTCAGA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,enteroglial cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,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_ACTTCGCCACGCGCAT,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
@@ -11,8 +12,10 @@ TSP15_Eye_NeuroretinaEtc_10X_3_1_AGGTCTAGTACGATCT,eye photoreceptor cell,eye pho
 TSP15_Eye_NeuroretinaEtc_10X_3_1_ATTCAGGTCATGCCGG,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_CAGGTATTCCGCACTT,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_CATTCCGTCCTTTAGT,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
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 TSP15_Eye_NeuroretinaEtc_10X_3_1_CGGAACCCACTAGGTT,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_CGGCAGTGTCGGCACT,retinal bipolar neuron,retinal bipolar neuron,eye photoreceptor cell,retinal bipolar neuron,cone retinal bipolar cell,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,7,retinal bipolar neuron,7,bipolar neuron
+TSP15_Eye_NeuroretinaEtc_10X_3_1_CTTCCTTTCACCTCGT,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_GACGCTGTCAGGTGTT,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_GAGGCCTAGCACGATG,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_GAGTGTTTCAAAGAAC,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
@@ -37,21 +40,21 @@ TSP15_Eye_NeuroretinaEtc_10X_3_1_TGATCAGGTATAGGGC,eye photoreceptor cell,eye pho
 TSP15_Eye_NeuroretinaEtc_10X_3_1_TGGAGAGCAGATGCGA,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_TGTCCTGTCGCGGTAC,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_TGTGAGTGTTGTCAGT,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_TGTTCATGTCTCACAA,retinal bipolar neuron,enteroglial 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_TGTTCATGTCTCACAA,retinal bipolar neuron,retinal bipolar neuron,eye photoreceptor cell,enteroglial cell,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_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
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 TSP14_LI_Distal_10X_1_1_AACTTCTAGTAGACCG,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_ATGACCATCCTATTGT,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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@@ -63,27 +66,26 @@ TSP14_LI_Distal_10X_1_1_CTGGCAGCAGCGACAA,enteroglial cell,enteroglial cell,enter
 TSP14_LI_Distal_10X_1_1_CTGTATTCAATCCAGT,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_TGCTCCAGTAAGGAGA,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_TGGTACATCGTGTCAA,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_TGTTGAGCACAGAAGC,enteroglial cell,enteroglial cell,enteroglial cell,eye photoreceptor cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,6,enteroglial cell,7,enteroglial cell
+TSP14_LI_Distal_10X_1_1_TGTTGAGCACAGAAGC,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_TTCTAACGTCTCGGAC,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_ACGTAACCATAATGAG,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_AGACCATCAATGGCAG,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
@@ -91,35 +93,33 @@ TSP5_Eye_NA_10X_1_1_AGGAAATTCTTCGGAA,eye photoreceptor cell,eye photoreceptor ce
 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_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_CATTTCACAGCGACAA,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_CCACGAGGTGATACAA,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_CCACGAGGTGATACAA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,enteroglial cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
 TSP5_Eye_NA_10X_1_1_CCACGTTTCTGTCAGA,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_CGCATGGGTGTGTTTG,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_CGCCATTGTTGCTGAT,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_CTTAGGAAGAGTTCGG,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_GAACGTTGTAACTGCT,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_GACCGTGTCAGCCTTC,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_GACCGTGTCAGCCTTC,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,enteroglial cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
 TSP5_Eye_NA_10X_1_1_GACTCAACAGTGTACT,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_GAGTTACCAAATGGAT,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_GCCAACGGTGTTGAGG,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_GGCTTTCAGGAAAGGT,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_GGGAGTAAGTATGATG,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_GGGTCACCAGCAGGAT,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_GTCATTTCAGACCAAG,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_GTTATGGGTCATGCAT,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_TAATCTCCAGTTGTTG,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_TCGGGTGCATCCGATA,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,enteroglial 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_1_TCTGCCAGTTAAACAG,retinal bipolar neuron,retinal bipolar neuron,eye photoreceptor cell,eye photoreceptor cell,cone retinal bipolar cell,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,6,retinal bipolar neuron,6,bipolar neuron
-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_TCTGCCAGTTAAACAG,retinal bipolar neuron,retinal bipolar neuron,eye photoreceptor cell,enteroglial cell,cone retinal bipolar cell,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,6,retinal bipolar neuron,6,bipolar neuron
+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
 TSP21_Eye_Posterior_10X_1_1_AACCTGACAGATACTC,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_ACCTACCCATTGCCTC,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_ACTGTCCAGTTACGAA,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_ACTTAGGGTCGCCTAG,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_ATCACAGGTATTGAGA,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_ACTTAGGGTCGCCTAG,retinal bipolar neuron,retinal bipolar neuron,eye photoreceptor cell,enteroglial cell,cone retinal bipolar cell,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,6,retinal bipolar neuron,6,bipolar neuron
+TSP21_Eye_Posterior_10X_1_1_AGCCACGAGGAGGTTC,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_ATAGACCTCTCAGGCG,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_ATCACAGGTATTGAGA,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,enteroglial cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
 TSP21_Eye_Posterior_10X_1_1_ATCCCTGTCTCTATAC,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_ATGTCCCGTTCCCACT,retinal bipolar neuron,enteroglial cell,retinal bipolar neuron,retinal bipolar neuron,cone retinal bipolar cell,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,7,retinal bipolar neuron,7,bipolar neuron
+TSP21_Eye_Posterior_10X_1_1_ATGTCCCGTTCCCACT,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_CAACGGCTCATTGCCC,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_CACACAATCAAGTGTC,retinal bipolar neuron,retinal bipolar neuron,eye photoreceptor cell,retinal bipolar neuron,cone retinal bipolar cell,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,retinal bipolar neuron,7,retinal bipolar neuron,7,bipolar neuron
 TSP21_Eye_Posterior_10X_1_1_CACTGAACATCTAGAC,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_CACTTCGGTTAGCGGA,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_CAGTTCCCAACACAAA,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
@@ -132,26 +132,22 @@ TSP21_Eye_Posterior_10X_1_1_CGTAATGTCACACCCT,eye photoreceptor cell,eye photorec
 TSP21_Eye_Posterior_10X_1_1_CGTGTCTCACATAACC,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_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_GACAGCCGTACCACGC,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_GAGACTTCAATACAGA,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_GAGAGGTCACATTCGA,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_GATAGAAAGGGCTGAT,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_GATCACATCTGGTCAA,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_GCACATACAACGTTAC,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_GCATCGGCACCAAATC,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_GTCTTTACATCGAAGG,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_TACGGGCTCCACCTCA,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_TATACCTTCATTTGGG,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_TATATCCGTAGCACAG,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_TGAGACTTCCAGGACC,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_TGAGGAGGTTACAGCT,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_TGGCGTGTCCGTATAG,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_TGTACAGAGGAAAGGT,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_TTGCGTCCAAACTAGA,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_TTGGGTATCACTACGA,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_TTGTGGATCCGGTTCT,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_TTTCGATAGACATACA,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
 TSP14_LI_Proximal_10X_1_1_AAGTCGTTCGAACTCA,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_AATGGAAGTAGGAGTC,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_ATCGGCGGTAGGAGGG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
@@ -163,6 +159,8 @@ TSP14_LI_Proximal_10X_1_1_CGGGTGTTCTACGCGG,enteroglial cell,enteroglial cell,ent
 TSP14_LI_Proximal_10X_1_1_CTTACCGGTTGCCGCA,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_GAACTGTAGTATGAAC,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_GCATTAGGTTCTGAGT,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_GTGATGTGTCACAGTT,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_GTGCGTGCATGAGAAT,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_GTTCGCTTCTCGTGGG,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,7,enteroglial cell,8,enteroglial cell
@@ -171,55 +169,55 @@ TSP14_LI_Proximal_10X_1_1_GTTGTAGGTTGACGGA,enteroglial cell,enteroglial cell,ent
 TSP14_LI_Proximal_10X_1_1_GTTTGGAAGGTTGCCC,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_TAACGACCAAGAGGCT,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_TATCTGTCACGTACTA,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_TATATCCAGACTCGAG,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_TCATTGTTCGTGTCAA,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_TGACAGTCAGTGGGTA,enteroglial cell,enteroglial cell,eye photoreceptor cell,enteroglial cell,glial cell,enteroglial cell,enteroglial cell,enteroglial cell,enteroglial cell,6,enteroglial cell,7,enteroglial cell
 TSP14_LI_Proximal_10X_1_1_TGCACGGCACCATTCC,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_TGCATGAGTTTGGGTT,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_TTAGGGTGTTCACGAT,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_TTCCTAAAGCAGGCTA,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_TTGGGCGAGTGCTCAT,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_AATGCCAAGGCTGTAG,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_AATTCCTTCGCGTGAC,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
 TSP5_Eye_NA_10X_1_2_ACTCTCGGTACAGTTC,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_AGACTCACAGTCTACA,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_AGCTACATCCATAGGT,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_AGGGTTTTCTACTGAG,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_ATATCCTTCACGGGCT,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_ATATCCTTCACGGGCT,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,photoreceptor cell,enteroglial cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,6,eye photoreceptor cell,7,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_ATCCATTGTTTACTTC,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_ATCCGTCTCTACTCAT,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_ATTCACTTCATGCTAG,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_CACAGATTCCGAAGGA,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_CGGACACTCCGTGCGA,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_CTACCTGAGCAGCACA,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_CTCCACAAGGTAAACT,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_CTCCATGGTTCATCGA,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_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_GAAGCCCAGATTCGAA,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_GATGTTGGTCATCAGT,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_GCGTGCATCTGCTCTG,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_GGGACTCTCGAAACAA,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_GGGACTCTCGAAACAA,eye photoreceptor cell,eye photoreceptor cell,enteroglial cell,eye photoreceptor cell,photoreceptor cell,enteroglial cell,eye photoreceptor cell,eye photoreceptor cell,eye photoreceptor cell,5,eye photoreceptor cell,6,photoreceptor cell
 TSP5_Eye_NA_10X_1_2_GGGAGATGTGCCTATA,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_GGGTTTAGTCGCAACC,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_GGTAGAGTCGCAGTTA,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_GTAAGTCCACGTGAGA,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_GTACAACTCTTTGCTA,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_GTATTTCCAGCCTACG,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_GTCATGAAGTCAATCC,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
 TSP5_Eye_NA_10X_1_2_GTGGGAACACCTATCC,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_GTGTGATCATGACCCG,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_GTGTTAGAGAAGATCT,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_GTTAGACGTGAATGTA,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_TAATCTCAGCCTCAAT,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_TACTTCATCATTCGTT,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_TCAAGACAGCTCAGAG,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_TCACTCGCACTAGGCC,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_TCAGGTAGTTGCTCCT,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_TCCCAGTAGACCAAAT,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_TCGAAGTCATCACCAA,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_TGCGATATCTTCACAT,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_TGGAGAGGTTCTCTAT,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_TCTAACTCAAGGGTCA,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_TCTACATAGCTCCGAC,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_TGATTTCAGAGTCCGA,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_TGGGCGTGTGAGTCAG,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_TGTCCTGCACTCCTTG,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_TGTTCCGGTAGGACTG,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_TTCATGTGTTCCAAAC,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_TTCGCTGCATAGTCAC,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_TTTCAGTCAAAGGGTC,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_TTTGGTTTCGCTCTCA,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

preprocessing.json

@@ -99,8 +99,8 @@
         "ENSG00000019144",
         "ENSG00000019582",
         "ENSG00000019995",
-        "ENSG00000020256",
         "ENSG00000020426",
+        "ENSG00000020922",
         "ENSG00000021574",
         "ENSG00000022267",
         "ENSG00000022277",
@@ -114,7 +114,6 @@
         "ENSG00000025156",
         "ENSG00000025770",
         "ENSG00000025796",
-        "ENSG00000026297",
         "ENSG00000027001",
         "ENSG00000027697",
         "ENSG00000028310",
@@ -253,7 +252,6 @@
         "ENSG00000065534",
         "ENSG00000065613",
         "ENSG00000065615",
-        "ENSG00000065809",
         "ENSG00000065833",
         "ENSG00000065883",
         "ENSG00000066027",
@@ -273,7 +271,6 @@
         "ENSG00000067533",
         "ENSG00000067596",
         "ENSG00000067646",
-        "ENSG00000067704",
         "ENSG00000067840",
         "ENSG00000067992",
         "ENSG00000068028",
@@ -322,6 +319,7 @@
         "ENSG00000071553",
         "ENSG00000071564",
         "ENSG00000071575",
+        "ENSG00000071626",
         "ENSG00000071794",
         "ENSG00000071859",
         "ENSG00000071994",
@@ -366,7 +364,6 @@
         "ENSG00000075884",
         "ENSG00000075914",
         "ENSG00000075975",
-        "ENSG00000076043",
         "ENSG00000076053",
         "ENSG00000076067",
         "ENSG00000076242",
@@ -374,7 +371,8 @@
         "ENSG00000076344",
         "ENSG00000076554",
         "ENSG00000076555",
-        "ENSG00000076706",
+        "ENSG00000076650",
+        "ENSG00000076716",
         "ENSG00000076924",
         "ENSG00000077092",
         "ENSG00000077097",
@@ -454,7 +452,6 @@
         "ENSG00000084070",
         "ENSG00000084072",
         "ENSG00000084092",
-        "ENSG00000084093",
         "ENSG00000084112",
         "ENSG00000084234",
         "ENSG00000084623",
@@ -478,10 +475,11 @@
         "ENSG00000086232",
         "ENSG00000086504",
         "ENSG00000086544",
+        "ENSG00000086598",
+        "ENSG00000086619",
         "ENSG00000086758",
         "ENSG00000086991",
         "ENSG00000087053",
-        "ENSG00000087087",
         "ENSG00000087157",
         "ENSG00000087253",
         "ENSG00000087263",
@@ -496,9 +494,7 @@
         "ENSG00000088256",
         "ENSG00000088298",
         "ENSG00000088387",
-        "ENSG00000088451",
         "ENSG00000088808",
-        "ENSG00000088832",
         "ENSG00000088833",
         "ENSG00000088888",
         "ENSG00000089006",
@@ -596,7 +592,6 @@
         "ENSG00000099795",
         "ENSG00000099797",
         "ENSG00000099814",
-        "ENSG00000099917",
         "ENSG00000099940",
         "ENSG00000099942",
         "ENSG00000099977",
@@ -651,6 +646,8 @@
         "ENSG00000100483",
         "ENSG00000100503",
         "ENSG00000100504",
+        "ENSG00000100505",
+        "ENSG00000100519",
         "ENSG00000100522",
         "ENSG00000100532",
         "ENSG00000100568",
@@ -709,7 +706,6 @@
         "ENSG00000101493",
         "ENSG00000101546",
         "ENSG00000101577",
-        "ENSG00000101624",
         "ENSG00000101639",
         "ENSG00000101751",
         "ENSG00000101773",
@@ -788,10 +784,10 @@
         "ENSG00000104447",
         "ENSG00000104472",
         "ENSG00000104517",
+        "ENSG00000104522",
         "ENSG00000104549",
         "ENSG00000104611",
         "ENSG00000104626",
-        "ENSG00000104635",
         "ENSG00000104660",
         "ENSG00000104671",
         "ENSG00000104679",
@@ -885,7 +881,6 @@
         "ENSG00000106397",
         "ENSG00000106477",
         "ENSG00000106484",
-        "ENSG00000106524",
         "ENSG00000106591",
         "ENSG00000106603",
         "ENSG00000106608",
@@ -917,6 +912,7 @@
         "ENSG00000107651",
         "ENSG00000107672",
         "ENSG00000107738",
+        "ENSG00000107745",
         "ENSG00000107771",
         "ENSG00000107819",
         "ENSG00000107874",
@@ -1082,12 +1078,10 @@
         "ENSG00000111897",
         "ENSG00000111906",
         "ENSG00000111911",
-        "ENSG00000111961",
         "ENSG00000111962",
         "ENSG00000112078",
         "ENSG00000112079",
         "ENSG00000112130",
-        "ENSG00000112149",
         "ENSG00000112208",
         "ENSG00000112234",
         "ENSG00000112237",
@@ -1117,7 +1111,6 @@
         "ENSG00000112981",
         "ENSG00000112992",
         "ENSG00000113048",
-        "ENSG00000113161",
         "ENSG00000113194",
         "ENSG00000113240",
         "ENSG00000113269",
@@ -1125,6 +1118,7 @@
         "ENSG00000113328",
         "ENSG00000113369",
         "ENSG00000113460",
+        "ENSG00000113552",
         "ENSG00000113593",
         "ENSG00000113594",
         "ENSG00000113597",
@@ -1138,6 +1132,7 @@
         "ENSG00000113851",
         "ENSG00000113916",
         "ENSG00000113971",
+        "ENSG00000114019",
         "ENSG00000114021",
         "ENSG00000114026",
         "ENSG00000114054",
@@ -1289,6 +1284,7 @@
         "ENSG00000117748",
         "ENSG00000117751",
         "ENSG00000117758",
+        "ENSG00000117859",
         "ENSG00000117868",
         "ENSG00000117984",
         "ENSG00000118096",
@@ -1298,8 +1294,10 @@
         "ENSG00000118257",
         "ENSG00000118260",
         "ENSG00000118263",
+        "ENSG00000118276",
         "ENSG00000118402",
         "ENSG00000118412",
+        "ENSG00000118473",
         "ENSG00000118496",
         "ENSG00000118503",
         "ENSG00000118515",
@@ -1342,7 +1340,6 @@
         "ENSG00000119673",
         "ENSG00000119684",
         "ENSG00000119688",
-        "ENSG00000119689",
         "ENSG00000119703",
         "ENSG00000119718",
         "ENSG00000119723",
@@ -1360,6 +1357,7 @@
         "ENSG00000120137",
         "ENSG00000120158",
         "ENSG00000120162",
+        "ENSG00000120278",
         "ENSG00000120333",
         "ENSG00000120437",
         "ENSG00000120451",
@@ -1432,7 +1430,7 @@
         "ENSG00000123178",
         "ENSG00000123179",
         "ENSG00000123200",
-        "ENSG00000123342",
+        "ENSG00000123243",
         "ENSG00000123353",
         "ENSG00000123384",
         "ENSG00000123411",
@@ -1443,6 +1441,7 @@
         "ENSG00000123595",
         "ENSG00000123600",
         "ENSG00000123607",
+        "ENSG00000123636",
         "ENSG00000123737",
         "ENSG00000123739",
         "ENSG00000123836",
@@ -1498,7 +1497,6 @@
         "ENSG00000125459",
         "ENSG00000125484",
         "ENSG00000125485",
-        "ENSG00000125503",
         "ENSG00000125611",
         "ENSG00000125629",
         "ENSG00000125652",
@@ -1533,7 +1531,6 @@
         "ENSG00000126581",
         "ENSG00000126602",
         "ENSG00000126709",
-        "ENSG00000126749",
         "ENSG00000126756",
         "ENSG00000126773",
         "ENSG00000126777",
@@ -1563,6 +1560,7 @@
         "ENSG00000127863",
         "ENSG00000127870",
         "ENSG00000127914",
+        "ENSG00000127920",
         "ENSG00000127928",
         "ENSG00000127948",
         "ENSG00000127951",
@@ -1584,6 +1582,7 @@
         "ENSG00000128789",
         "ENSG00000128829",
         "ENSG00000128891",
+        "ENSG00000128908",
         "ENSG00000128915",
         "ENSG00000128928",
         "ENSG00000128989",
@@ -1646,12 +1645,10 @@
         "ENSG00000130713",
         "ENSG00000130813",
         "ENSG00000130818",
-        "ENSG00000130826",
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