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"protocol": "split-first-v1",
"method": "ridge",
"data_meta": {
"reference_fraction": 0.1,
"protocol": "split-first-v1",
"dataset": "norman",
"name": "norman",
"operation": "activation",
"control_label": "control",
"sep": "_",
"split": "perturbation",
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"input_scale": "counts",
"raw_sha256": "21bd3c00b7f243d998aa9ca616490b45bf1b4ba9934d501190a867ddad982dae",
"raw_file": "norman_small.h5ad",
"n_cells": 920,
"n_control": 120,
"n_hvg": 201,
"n_pca": 10,
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"fit_cell_ids_sha256": "5ff57f6222cd8d3e4dd6b7fa658c8599cf6eb4b553a607ad9100a7fc240f9f22",
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"software": {
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"anndata": "0.13.3.post0"
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"partition": "test",
"catalog": "all",
"reward": "cosine",
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"query_cell_ids": [
"CCTTCCCTCACTATTC",
"GTGGGTCAGTTAGCGG",
"CAGCTGGTCGAATGCT",
"ACAGCCGAGAGGGATA",
"GGTATTGCACAACTGT",
"ATGGGAGAGTCGAGTG",
"CTGCGGAGTCTTGCGG",
"GGCCGATGTATCACCA",
"CGATTGAGTCTAGGTT",
"TCTTTCCGTAGATTAG",
"GACGGCTCACCAGCAC",
"CAGCATAAGGCTAGCA",
"AACTCTTCATGGTAGG",
"AGCTCCTGTTCCTCCA",
"GCGCAGTAGGATTCGG",
"GTCTCGTGTGCATCTA",
"GGTGAAGTCAGGTAAA",
"CATTATCGTACTTAGC",
"TGCGTGGGTCTCATCC",
"CTGGTCTGTAGCGTGA",
"TCACAAGGTCACAAGG-1",
"GGCGACTCATTAGCCA",
"GGGAGATAGAAGGACA",
"GCGCCAACAGCCACCA",
"TACGGTAGTACTTCTT",
"CTCGAAAGTAGGCTGA",
"CAGCCGATCCTTGACC",
"GCTGCTTGTGAAAGAG",
"CGCTGGAGTACATGTC",
"GGCGACTCAGCTGTTA",
"GCGCAACGTTGAGGTG",
"CGGTTAAGTCAAAGCG",
"AGCAGCCGTTAAAGTG",
"TTAACTCCAGGGAGAG",
"ATCCGAATCTGCTGTC",
"ATCATGGAGGACGAAA",
"CTGATAGCACTCAGGC",
"AGCGGTCAGCACGCCT",
"GCGAGAATCAGGTTCA",
"CATTCGCCACCATGTA",
"TTCGAAGTCGATAGAA",
"AGAATAGCATTCCTGC",
"AGCGTCGCACAAGACG",
"AGGTCCGAGACTGTAA",
"TATTACCAGACACGAC",
"AAGGTTCCAGGAATCG",
"ATTGGACCAACAACCT",
"TGAGCCGGTCTCATCC",
"AGAGCGACAGCTGTAT",
"GGATTACCAAGTAATG",
"AGCGTATTCGCGTTTC",
"CGCTTCACAATCGGTT",
"GGTATTGAGTGGACGT",
"TAGTTGGGTTGGACCC",
"GTACTTTTCGTGGGAA",
"TTGCGTCGTTCGGCAC",
"GTACGTATCAACGCTA",
"TCGCGAGCACCTCGGA",
"AGCATACTCAGCTCGG",
"GCGCAACAGTGGGCTA-1",
"GGAGCAATCCTATTCA",
"GCACTCTTCAAACGGG",
"ATTACTCAGGATGTAT",
"CGACTTCTCCTTCAAT",
"TGAGCCGAGAGTCTGG",
"ACGAGCCTCGCATGGC-1",
"CCCATACCAGGTCCAC",
"CAGAGAGTCGTGGGAA",
"CGTTCTGAGATGCCAG-1",
"ATAACGCCAGGATCGA",
"TTTGCGCTCATTCACT-1",
"TTGGAACAGTGAACGC",
"CTCTGGTAGATATGCA",
"AGGTCCGTCGTCCGTT",
"CGTAGCGTCACGAAGG",
"CCGTACTTCGAATCCA",
"CTTAACTGTCTACCTC",
"AACACGTAGGAACTGC",
"TACACGATCCATTCTA",
"CAAGATCGTACGCACC-1",
"CTCGAGGGTGCGATAG",
"AAAGATGGTTGTCGCG-1",
"CTCCTAGCACAGCGTC",
"GATGCTAGTCATGCCG",
"TCGCGAGGTGACAAAT",
"CTACACCAGCGGCTTC",
"GCATACAAGACCACGA",
"CGCTATCCAAGCGAGT",
"GACGGCTGTCTAGTGT",
"GCATACATCGCCTGAG",
"ACATGGTGTTCCACGG",
"CGAGAAGCAAGCTGGA",
"GGGACCTGTACCATCA",
"TGGGAAGCAAACAACA",
"CCACGGAAGAGACTAT",
"ACGAGGACATGCTGGC",
"GTGCTTCAGGTGGGTT",
"TACAGTGGTAGGCATG",
"TCGTAGATCCACTCCA",
"TCAGCTCCACGTCTCT",
"GCTCCTAGTCGCTTCT-1",
"GCGAGAACAAATTGCC",
"TTGAACGCAGGATTGG",
"CGCCAAGCACGCCAGT",
"CAGCTGGTCAGTTCGA",
"GCCAAATAGTGCGTGA",
"TGACAACTCGTCGTTC",
"CAAGTTGTCGCCTGAG",
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"CACCACTCATCCAACA",
"CAGCAGCCACTGTGTA",
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"GTAGTCACAGGCAGTA",
"GACGGCTGTCCGAGTC",
"CAGCTAAAGCTACCGC",
"TGACAACGTCATACTG",
"ACTTACTCACCCTATC-1",
"TTTGCGCCAGCAGTTT",
"CACAGTACATCCGGGT",
"TGGCGCACATTTGCTT",
"ATGCGATGTGTCAATC",
"AGTGTCAAGATGAGAG",
"GTATTCTTCAGGCAAG",
"GTACTCCTCTGGTATG",
"GGTATTGGTTGTCGCG",
"CCTCAGTAGAGGTTAT",
"ACACCAAGTACCCAAT",
"TGGTTAGGTTGTTTGG",
"CTTAACTCAATAGAGT",
"ATTCTACTCAAGGCTT",
"CGGACGTAGTCATGCT",
"TCAATCTAGTATTGGA",
"GGGCACTGTTACAGAA",
"TTATGCTTCAGGCAAG"
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"guidance": {
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"k_nearest": 10,
"initialization": "best"
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