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use_case_examples/example1_0.95ani_0.99significance_1mincoverage/20_genomes_config.json
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{ | ||
"reference_matrix_path": "/data/jzr5814/repositories/YACHT/use_case_examples/example_1/20_genomes_ref_matrix_processed.npz", | ||
"hash_to_idx_path": "/data/jzr5814/repositories/YACHT/use_case_examples/example_1/20_genomes_hash_to_col_idx.pkl", | ||
"processed_org_file_path": "/data/jzr5814/repositories/YACHT/use_case_examples/example_1/20_genomes_processed_org_idx.csv", | ||
"ksize": 31, | ||
"ani_thresh": 0.95 | ||
} |
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..._examples/example1_0.95ani_0.99significance_1mincoverage/20_genomes_processed_org_idx.csv
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organism_name,original_index,processed_index,num_unique_kmers_in_genome_sketch,num_total_kmers_in_genome_sketch,genome_scale_factor | ||
"VPFC01000001.1 [Empedobacter] haloabium strain ATCC 31962 contig1, whole genome shotgun sequence",0,0,6253,6571.0,1000 | ||
"SSEB01000012.1 Sinobacteraceae bacterium isolate Bin_35_3 c_000000004113, whole genome shotgun sequence",1,1,3170,3174.0,1000 | ||
"SSEF01000018.1 Candidatus Moranbacteria bacterium isolate Bin_68_2 c_000000001403, whole genome shotgun sequence",2,2,991,996.0,1000 | ||
"SSEL01000090.1 Rhodospirillaceae bacterium isolate Bin_26_3 c_000000001054, whole genome shotgun sequence",3,3,5696,5702.0,1000 | ||
"VIKH01000154.1 Gallionellaceae bacterium isolate X1_MetaBAT.29 scaffold_10015, whole genome shotgun sequence",4,4,2870,2878.0,1000 | ||
"VIKE01000141.1 Rhodocyclaceae bacterium isolate X1_MetaBAT.22 scaffold_10076, whole genome shotgun sequence",5,5,5129,5131.0,1000 | ||
"VIKI01000038.1 Comamonadaceae bacterium isolate X1_MetaBAT.31 scaffold_1017, whole genome shotgun sequence",6,6,5401,5410.0,1000 | ||
"VIKJ01000003.1 Chitinophagaceae bacterium isolate X1_MetaBAT.39 scaffold_1008, whole genome shotgun sequence",7,7,1984,1984.0,1000 | ||
"VKGY01000191.1 Spirochaetes bacterium isolate X1_MetaBAT.41 scaffold_10187, whole genome shotgun sequence",8,8,2572,2574.0,1000 | ||
"SHMW01000001.1 Candidatus Lokiarchaeota archaeon isolate BC3 1189800001, whole genome shotgun sequence",9,9,4203,4207.0,1000 | ||
"SHMX01000001.1 Candidatus Thorarchaeota archaeon isolate BC 1189500001, whole genome shotgun sequence",10,10,3115,3121.0,1000 | ||
"SHMU01000001.1 Candidatus Lokiarchaeota archaeon isolate BC1 1189600001, whole genome shotgun sequence",11,11,3820,3907.0,1000 | ||
"VMDM01000010.1 Nitrosopumilus sp. isolate 32_1 c_000000000023, whole genome shotgun sequence",12,12,1013,1015.0,1000 | ||
"VMDK01000027.1 Sphingobacteriia bacterium isolate 28_1 c_000000000062, whole genome shotgun sequence",13,13,2437,2445.0,1000 | ||
"VMDI01000049.1 Gammaproteobacteria bacterium isolate 24_3 c_000000000093, whole genome shotgun sequence",14,14,972,975.0,1000 | ||
"VMDJ01000165.1 Gammaproteobacteria bacterium isolate 27_1 c_000000000223, whole genome shotgun sequence",15,15,1376,1381.0,1000 | ||
"VMDH01000017.1 Gammaproteobacteria bacterium isolate 24_2 c_000000000070, whole genome shotgun sequence",16,16,916,916.0,1000 | ||
"VSSA01000053.1 Nocardioides sp. BGMRC 2183 Scaffold102_1, whole genome shotgun sequence",17,17,4575,4591.0,1000 | ||
"CP032507.1 Ectothiorhodospiraceae bacterium BW-2 chromosome, complete genome",18,18,3741,4101.0,1000 | ||
"WAAQ01000001.1 Microbacterium maritypicum strain DSM 12512 contig00001, whole genome shotgun sequence",19,19,3664,3665.0,1000 |
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...amples/example1_0.95ani_0.99significance_1mincoverage/20_genomes_ref_matrix_processed.npz
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use_case_examples/example1_0.95ani_0.99significance_1mincoverage/20_genomes_sketches.zip
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/data/jzr5814/repositories/YACHT/tests/testdata/20_genomes_sketches.zip |
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use_case_examples/example1_0.95ani_0.99significance_1mincoverage/example_1.md
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These signatures are obtained from /data/jzr5814/repositories/YACHT/tests/testdata directory. I don't know what is in these signatures but we can take a look at what's inthese signatures with the following commands. | ||
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```bash | ||
sourmash signature fileinfo sample.sig | ||
``` | ||
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== This is sourmash version 4.8.3. == | ||
== Please cite Brown and Irber (2016), doi:10.21105/joss.00027. == | ||
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** loading from 'sample.sig' | ||
path filetype: MultiIndex | ||
location: sample.sig | ||
is database? no | ||
has manifest? yes | ||
num signatures: 1 | ||
** examining manifest... | ||
total hashes: 49821 | ||
summary of sketches: | ||
1 sketches with DNA, k=31, scaled=1000, abund 49821 total hashes | ||
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```bash | ||
sourmash signature fileinfo 20_genomes_sketches.zip | ||
``` | ||
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== This is sourmash version 4.8.3. == | ||
== Please cite Brown and Irber (2016), doi:10.21105/joss.00027. == | ||
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** loading from '20_genomes_sketches.zip' | ||
path filetype: ZipFileLinearIndex | ||
location: /data/jzr5814/repositories/YACHT/use_case_examples/example_1/20_genomes_sketches.zip | ||
is database? yes | ||
has manifest? yes | ||
num signatures: 20 | ||
** examining manifest... | ||
total hashes: 63898 | ||
summary of sketches: | ||
20 sketches with DNA, k=31, scaled=1000, abund 63898 total hashes | ||
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```bash | ||
python ../../make_training_data_from_sketches.py --ref_file '20_genomes_sketches.zip' --ksize 31 --out_prefix '20_genomes' --ani_thresh 0.95 | ||
``` | ||
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023-09-27 08:54:59 - INFO - Loading signatures from 20_genomes_sketches.zip | ||
2023-09-27 08:54:59 - INFO - Converting signatures to reference matrix | ||
100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 855.31it/s] | ||
2023-09-27 08:54:59 - INFO - Removing 'same' organisms with ANI > ani_thresh | ||
2023-09-27 08:54:59 - INFO - Writing out hash-to-row-indices file | ||
2023-09-27 08:54:59 - INFO - Writing out organism manifest | ||
100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 570.85it/s] | ||
2023-09-27 08:54:59 - INFO - Saving k-mer size and ani threshold to json file | ||
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```bash | ||
python ../../run_YACHT.py --json '20_genomes_config.json' --sample_file 'sample.sig' --significance 0.99 --min_coverage 1 --outdir './' | ||
``` | ||
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2023-10-05 07:53:57 - INFO - Loading reference matrix, hash to index dictionary, and organism data. | ||
2023-10-05 07:53:57 - INFO - Loading sample signature. | ||
2023-10-05 07:53:57 - INFO - Computing sample vector. | ||
100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 2/2 [00:00<00:00, 46603.38it/s] | ||
2023-10-05 07:53:57 - INFO - Computing hypothesis recovery. | ||
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2023-10-05 07:53:57 - INFO - Saving results to ./. |
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use_case_examples/example1_0.95ani_0.99significance_1mincoverage/result.xlsx
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use_case_examples/example1_0.95ani_0.99significance_1mincoverage/sample.sig
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/data/jzr5814/repositories/YACHT/tests/testdata/sample.sig |
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...se_examples/example2_0.95ani_0.99significance_multiplemincoverages/20_genomes_config.json
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{ | ||
"reference_matrix_path": "/data/jzr5814/repositories/YACHT/use_case_examples/example_2/20_genomes_ref_matrix_processed.npz", | ||
"hash_to_idx_path": "/data/jzr5814/repositories/YACHT/use_case_examples/example_2/20_genomes_hash_to_col_idx.pkl", | ||
"processed_org_file_path": "/data/jzr5814/repositories/YACHT/use_case_examples/example_2/20_genomes_processed_org_idx.csv", | ||
"ksize": 31, | ||
"ani_thresh": 0.95 | ||
} |
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...s/example2_0.95ani_0.99significance_multiplemincoverages/20_genomes_processed_org_idx.csv
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organism_name,original_index,processed_index,num_unique_kmers_in_genome_sketch,num_total_kmers_in_genome_sketch,genome_scale_factor | ||
"VPFC01000001.1 [Empedobacter] haloabium strain ATCC 31962 contig1, whole genome shotgun sequence",0,0,6253,6571.0,1000 | ||
"SSEB01000012.1 Sinobacteraceae bacterium isolate Bin_35_3 c_000000004113, whole genome shotgun sequence",1,1,3170,3174.0,1000 | ||
"SSEF01000018.1 Candidatus Moranbacteria bacterium isolate Bin_68_2 c_000000001403, whole genome shotgun sequence",2,2,991,996.0,1000 | ||
"SSEL01000090.1 Rhodospirillaceae bacterium isolate Bin_26_3 c_000000001054, whole genome shotgun sequence",3,3,5696,5702.0,1000 | ||
"VIKH01000154.1 Gallionellaceae bacterium isolate X1_MetaBAT.29 scaffold_10015, whole genome shotgun sequence",4,4,2870,2878.0,1000 | ||
"VIKE01000141.1 Rhodocyclaceae bacterium isolate X1_MetaBAT.22 scaffold_10076, whole genome shotgun sequence",5,5,5129,5131.0,1000 | ||
"VIKI01000038.1 Comamonadaceae bacterium isolate X1_MetaBAT.31 scaffold_1017, whole genome shotgun sequence",6,6,5401,5410.0,1000 | ||
"VIKJ01000003.1 Chitinophagaceae bacterium isolate X1_MetaBAT.39 scaffold_1008, whole genome shotgun sequence",7,7,1984,1984.0,1000 | ||
"VKGY01000191.1 Spirochaetes bacterium isolate X1_MetaBAT.41 scaffold_10187, whole genome shotgun sequence",8,8,2572,2574.0,1000 | ||
"SHMW01000001.1 Candidatus Lokiarchaeota archaeon isolate BC3 1189800001, whole genome shotgun sequence",9,9,4203,4207.0,1000 | ||
"SHMX01000001.1 Candidatus Thorarchaeota archaeon isolate BC 1189500001, whole genome shotgun sequence",10,10,3115,3121.0,1000 | ||
"SHMU01000001.1 Candidatus Lokiarchaeota archaeon isolate BC1 1189600001, whole genome shotgun sequence",11,11,3820,3907.0,1000 | ||
"VMDM01000010.1 Nitrosopumilus sp. isolate 32_1 c_000000000023, whole genome shotgun sequence",12,12,1013,1015.0,1000 | ||
"VMDK01000027.1 Sphingobacteriia bacterium isolate 28_1 c_000000000062, whole genome shotgun sequence",13,13,2437,2445.0,1000 | ||
"VMDI01000049.1 Gammaproteobacteria bacterium isolate 24_3 c_000000000093, whole genome shotgun sequence",14,14,972,975.0,1000 | ||
"VMDJ01000165.1 Gammaproteobacteria bacterium isolate 27_1 c_000000000223, whole genome shotgun sequence",15,15,1376,1381.0,1000 | ||
"VMDH01000017.1 Gammaproteobacteria bacterium isolate 24_2 c_000000000070, whole genome shotgun sequence",16,16,916,916.0,1000 | ||
"VSSA01000053.1 Nocardioides sp. BGMRC 2183 Scaffold102_1, whole genome shotgun sequence",17,17,4575,4591.0,1000 | ||
"CP032507.1 Ectothiorhodospiraceae bacterium BW-2 chromosome, complete genome",18,18,3741,4101.0,1000 | ||
"WAAQ01000001.1 Microbacterium maritypicum strain DSM 12512 contig00001, whole genome shotgun sequence",19,19,3664,3665.0,1000 |
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...e_examples/example2_0.95ani_0.99significance_multiplemincoverages/20_genomes_sketches.zip
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/data/jzr5814/repositories/YACHT/tests/testdata/20_genomes_sketches.zip |
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...se_examples/example2_0.95ani_0.99significance_multiplemincoverages/example_2.md
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```bash | ||
python ../../make_training_data_from_sketches.py --ref_file '20_genomes_sketches.zip' --ksize 31 --out_prefix '20_genomes' --ani_thresh 0.95 | ||
``` | ||
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2023-10-05 08:49:26 - INFO - Loading signatures from 20_genomes_sketches.zip | ||
2023-10-05 08:49:26 - INFO - Converting signatures to reference matrix | ||
100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 201.20it/s] | ||
2023-10-05 08:49:26 - INFO - Removing 'same' organisms with ANI > ani_thresh | ||
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2023-10-05 08:49:26 - INFO - Writing out hash-to-row-indices file | ||
2023-10-05 08:49:26 - INFO - Writing out organism manifest | ||
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2023-10-05 08:49:26 - INFO - Saving k-mer size and ani threshold to json file | ||
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```bash | ||
python ../../run_YACHT.py --json '20_genomes_config.json' --sample_file 'sample.sig' --significance 0.99 --min_coverage 1 0.5 0.1 0.05 0.01 --outdir './' | ||
``` | ||
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2023-10-05 08:49:32 - INFO - Loading reference matrix, hash to index dictionary, and organism data. | ||
2023-10-05 08:49:32 - INFO - Loading sample signature. | ||
2023-10-05 08:49:32 - INFO - Computing sample vector. | ||
100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 2/2 [00:00<00:00, 42366.71it/s] | ||
2023-10-05 08:49:32 - INFO - Computing hypothesis recovery. | ||
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2023-10-05 08:49:32 - INFO - Saving results to ./. |
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use_case_examples/example2_0.95ani_0.99significance_multiplemincoverages/sample.sig
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...se_examples/example3_1.00ani_0.99significance_multiplemincoverages/20_genomes_config.json
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{ | ||
"reference_matrix_path": "/data/jzr5814/repositories/YACHT/use_case_examples/example_3/20_genomes_ref_matrix_processed.npz", | ||
"hash_to_idx_path": "/data/jzr5814/repositories/YACHT/use_case_examples/example_3/20_genomes_hash_to_col_idx.pkl", | ||
"processed_org_file_path": "/data/jzr5814/repositories/YACHT/use_case_examples/example_3/20_genomes_processed_org_idx.csv", | ||
"ksize": 31, | ||
"ani_thresh": 1.0 | ||
} |
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...s/example3_1.00ani_0.99significance_multiplemincoverages/20_genomes_processed_org_idx.csv
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organism_name,original_index,processed_index,num_unique_kmers_in_genome_sketch,num_total_kmers_in_genome_sketch,genome_scale_factor | ||
"VPFC01000001.1 [Empedobacter] haloabium strain ATCC 31962 contig1, whole genome shotgun sequence",0,0,6253,6571.0,1000 | ||
"SSEB01000012.1 Sinobacteraceae bacterium isolate Bin_35_3 c_000000004113, whole genome shotgun sequence",1,1,3170,3174.0,1000 | ||
"SSEF01000018.1 Candidatus Moranbacteria bacterium isolate Bin_68_2 c_000000001403, whole genome shotgun sequence",2,2,991,996.0,1000 | ||
"SSEL01000090.1 Rhodospirillaceae bacterium isolate Bin_26_3 c_000000001054, whole genome shotgun sequence",3,3,5696,5702.0,1000 | ||
"VIKH01000154.1 Gallionellaceae bacterium isolate X1_MetaBAT.29 scaffold_10015, whole genome shotgun sequence",4,4,2870,2878.0,1000 | ||
"VIKE01000141.1 Rhodocyclaceae bacterium isolate X1_MetaBAT.22 scaffold_10076, whole genome shotgun sequence",5,5,5129,5131.0,1000 | ||
"VIKI01000038.1 Comamonadaceae bacterium isolate X1_MetaBAT.31 scaffold_1017, whole genome shotgun sequence",6,6,5401,5410.0,1000 | ||
"VIKJ01000003.1 Chitinophagaceae bacterium isolate X1_MetaBAT.39 scaffold_1008, whole genome shotgun sequence",7,7,1984,1984.0,1000 | ||
"VKGY01000191.1 Spirochaetes bacterium isolate X1_MetaBAT.41 scaffold_10187, whole genome shotgun sequence",8,8,2572,2574.0,1000 | ||
"SHMW01000001.1 Candidatus Lokiarchaeota archaeon isolate BC3 1189800001, whole genome shotgun sequence",9,9,4203,4207.0,1000 | ||
"SHMX01000001.1 Candidatus Thorarchaeota archaeon isolate BC 1189500001, whole genome shotgun sequence",10,10,3115,3121.0,1000 | ||
"SHMU01000001.1 Candidatus Lokiarchaeota archaeon isolate BC1 1189600001, whole genome shotgun sequence",11,11,3820,3907.0,1000 | ||
"VMDM01000010.1 Nitrosopumilus sp. isolate 32_1 c_000000000023, whole genome shotgun sequence",12,12,1013,1015.0,1000 | ||
"VMDK01000027.1 Sphingobacteriia bacterium isolate 28_1 c_000000000062, whole genome shotgun sequence",13,13,2437,2445.0,1000 | ||
"VMDI01000049.1 Gammaproteobacteria bacterium isolate 24_3 c_000000000093, whole genome shotgun sequence",14,14,972,975.0,1000 | ||
"VMDJ01000165.1 Gammaproteobacteria bacterium isolate 27_1 c_000000000223, whole genome shotgun sequence",15,15,1376,1381.0,1000 | ||
"VMDH01000017.1 Gammaproteobacteria bacterium isolate 24_2 c_000000000070, whole genome shotgun sequence",16,16,916,916.0,1000 | ||
"VSSA01000053.1 Nocardioides sp. BGMRC 2183 Scaffold102_1, whole genome shotgun sequence",17,17,4575,4591.0,1000 | ||
"CP032507.1 Ectothiorhodospiraceae bacterium BW-2 chromosome, complete genome",18,18,3741,4101.0,1000 | ||
"WAAQ01000001.1 Microbacterium maritypicum strain DSM 12512 contig00001, whole genome shotgun sequence",19,19,3664,3665.0,1000 |
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