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  1. spark-species.log +1375 -0
spark-species.log ADDED
@@ -0,0 +1,1375 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ + DATA=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/spark-mic_cleaned.csv
2
+ + DATA_OUTPUT_DIR=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt
3
+ + FEATURE=smiles
4
+ + LABEL=pmic
5
+ + python -m venv .schemist
6
+ + .schemist/bin/pip install 'schemist>=0.0.4.post1' pandas
7
+ Requirement already satisfied: schemist>=0.0.4.post1 in ./.schemist/lib/python3.10/site-packages (0.0.4.post1)
8
+ Requirement already satisfied: pandas in ./.schemist/lib/python3.10/site-packages (2.2.3)
9
+ Requirement already satisfied: rdkit>=2022.09.5 in ./.schemist/lib/python3.10/site-packages (from schemist>=0.0.4.post1) (2024.9.6)
10
+ Requirement already satisfied: openpyxl==3.1.0 in ./.schemist/lib/python3.10/site-packages (from schemist>=0.0.4.post1) (3.1.0)
11
+ Requirement already satisfied: requests in ./.schemist/lib/python3.10/site-packages (from schemist>=0.0.4.post1) (2.32.3)
12
+ Requirement already satisfied: descriptastorus>=2.7 in ./.schemist/lib/python3.10/site-packages (from schemist>=0.0.4.post1) (2.8.0)
13
+ Requirement already satisfied: nemony in ./.schemist/lib/python3.10/site-packages (from schemist>=0.0.4.post1) (0.0.2)
14
+ Requirement already satisfied: selfies in ./.schemist/lib/python3.10/site-packages (from schemist>=0.0.4.post1) (2.2.0)
15
+ Requirement already satisfied: carabiner-tools[pd]>=0.0.4 in ./.schemist/lib/python3.10/site-packages (from schemist>=0.0.4.post1) (0.0.4)
16
+ Requirement already satisfied: et-xmlfile in ./.schemist/lib/python3.10/site-packages (from openpyxl==3.1.0->schemist>=0.0.4.post1) (2.0.0)
17
+ Requirement already satisfied: numpy>=1.22.4 in ./.schemist/lib/python3.10/site-packages (from pandas) (2.2.4)
18
+ Requirement already satisfied: pytz>=2020.1 in ./.schemist/lib/python3.10/site-packages (from pandas) (2025.2)
19
+ Requirement already satisfied: tzdata>=2022.7 in ./.schemist/lib/python3.10/site-packages (from pandas) (2025.2)
20
+ Requirement already satisfied: python-dateutil>=2.8.2 in ./.schemist/lib/python3.10/site-packages (from pandas) (2.9.0.post0)
21
+ Requirement already satisfied: tqdm in ./.schemist/lib/python3.10/site-packages (from carabiner-tools[pd]>=0.0.4->schemist>=0.0.4.post1) (4.67.1)
22
+ Requirement already satisfied: scipy in ./.schemist/lib/python3.10/site-packages (from descriptastorus>=2.7->schemist>=0.0.4.post1) (1.15.2)
23
+ Requirement already satisfied: pandas-flavor in ./.schemist/lib/python3.10/site-packages (from descriptastorus>=2.7->schemist>=0.0.4.post1) (0.6.0)
24
+ Requirement already satisfied: six>=1.5 in ./.schemist/lib/python3.10/site-packages (from python-dateutil>=2.8.2->pandas) (1.17.0)
25
+ Requirement already satisfied: Pillow in ./.schemist/lib/python3.10/site-packages (from rdkit>=2022.09.5->schemist>=0.0.4.post1) (11.1.0)
26
+ Requirement already satisfied: pyyaml in ./.schemist/lib/python3.10/site-packages (from nemony->schemist>=0.0.4.post1) (6.0.2)
27
+ Requirement already satisfied: certifi>=2017.4.17 in ./.schemist/lib/python3.10/site-packages (from requests->schemist>=0.0.4.post1) (2025.1.31)
28
+ Requirement already satisfied: charset-normalizer<4,>=2 in ./.schemist/lib/python3.10/site-packages (from requests->schemist>=0.0.4.post1) (3.4.1)
29
+ Requirement already satisfied: urllib3<3,>=1.21.1 in ./.schemist/lib/python3.10/site-packages (from requests->schemist>=0.0.4.post1) (2.3.0)
30
+ Requirement already satisfied: idna<4,>=2.5 in ./.schemist/lib/python3.10/site-packages (from requests->schemist>=0.0.4.post1) (3.10)
31
+ Requirement already satisfied: xarray in ./.schemist/lib/python3.10/site-packages (from pandas-flavor->descriptastorus>=2.7->schemist>=0.0.4.post1) (2025.3.0)
32
+ Requirement already satisfied: packaging>=23.2 in ./.schemist/lib/python3.10/site-packages (from xarray->pandas-flavor->descriptastorus>=2.7->schemist>=0.0.4.post1) (24.2)
33
+
34
+ [notice] A new release of pip is available: 23.0.1 -> 25.0.1
35
+ [notice] To update, run: python -m pip install --upgrade pip
36
+ + source .schemist/bin/activate
37
+ ++ deactivate nondestructive
38
+ ++ '[' -n '' ']'
39
+ ++ '[' -n '' ']'
40
+ ++ '[' -n /usr/bin/bash -o -n '' ']'
41
+ ++ hash -r
42
+ ++ '[' -n '' ']'
43
+ ++ unset VIRTUAL_ENV
44
+ ++ unset VIRTUAL_ENV_PROMPT
45
+ ++ '[' '!' nondestructive = nondestructive ']'
46
+ ++ VIRTUAL_ENV=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/.schemist
47
+ ++ export VIRTUAL_ENV
48
+ ++ _OLD_VIRTUAL_PATH=/nemo/lab/johnsone/home/users/johnsoe/.vscode-server/cli/servers/Stable-ddc367ed5c8936efe395cffeec279b04ffd7db78/server/bin/remote-cli:/camp/home/johnsoe/.conda/envs/dev/bin:/camp/apps/eb/software/Anaconda3/2023.09-0/condabin:/usr/local/bin:/usr/bin:/usr/local/sbin:/usr/sbin:/usr/lpp/mmfs/bin:/camp/home/johnsoe/.local/bin:/camp/home/johnsoe/bin:/usr/lpp/mmfs/bin:/camp/home/johnsoe/.local/bin:/camp/home/johnsoe/bin:/nemo/lab/johnsone/home/users/johnsoe/.vscode-server/cli/servers/Stable-ddc367ed5c8936efe395cffeec279b04ffd7db78/server/bin/remote-cli:/camp/apps/eb/software/Anaconda3/2023.09-0/bin:/camp/apps/eb/software/Anaconda3/2023.09-0/condabin:/usr/local/bin:/usr/bin:/usr/local/sbin:/usr/sbin:/usr/lpp/mmfs/bin:/camp/home/johnsoe/.local/bin:/camp/home/johnsoe/bin:/usr/lpp/mmfs/bin:/camp/home/johnsoe/.local/bin:/camp/home/johnsoe/bin:/nemo/lab/johnsone/home/users/johnsoe/.vscode-server/cli/servers/Stable-ddc367ed5c8936efe395cffeec279b04ffd7db78/server/bin/remote-cli:/camp/apps/eb/software/Anaconda3/2023.09-0/bin:/camp/apps/eb/software/Anaconda3/2023.09-0/condabin:/usr/local/bin:/usr/bin:/usr/local/sbin:/usr/sbin:/usr/lpp/mmfs/bin:/camp/home/johnsoe/.local/bin:/camp/home/johnsoe/bin:/usr/lpp/mmfs/bin:/usr/lpp/mmfs/bin:/camp/home/johnsoe/.local/bin:/camp/home/johnsoe/bin
49
+ ++ PATH=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/.schemist/bin:/nemo/lab/johnsone/home/users/johnsoe/.vscode-server/cli/servers/Stable-ddc367ed5c8936efe395cffeec279b04ffd7db78/server/bin/remote-cli:/camp/home/johnsoe/.conda/envs/dev/bin:/camp/apps/eb/software/Anaconda3/2023.09-0/condabin:/usr/local/bin:/usr/bin:/usr/local/sbin:/usr/sbin:/usr/lpp/mmfs/bin:/camp/home/johnsoe/.local/bin:/camp/home/johnsoe/bin:/usr/lpp/mmfs/bin:/camp/home/johnsoe/.local/bin:/camp/home/johnsoe/bin:/nemo/lab/johnsone/home/users/johnsoe/.vscode-server/cli/servers/Stable-ddc367ed5c8936efe395cffeec279b04ffd7db78/server/bin/remote-cli:/camp/apps/eb/software/Anaconda3/2023.09-0/bin:/camp/apps/eb/software/Anaconda3/2023.09-0/condabin:/usr/local/bin:/usr/bin:/usr/local/sbin:/usr/sbin:/usr/lpp/mmfs/bin:/camp/home/johnsoe/.local/bin:/camp/home/johnsoe/bin:/usr/lpp/mmfs/bin:/camp/home/johnsoe/.local/bin:/camp/home/johnsoe/bin:/nemo/lab/johnsone/home/users/johnsoe/.vscode-server/cli/servers/Stable-ddc367ed5c8936efe395cffeec279b04ffd7db78/server/bin/remote-cli:/camp/apps/eb/software/Anaconda3/2023.09-0/bin:/camp/apps/eb/software/Anaconda3/2023.09-0/condabin:/usr/local/bin:/usr/bin:/usr/local/sbin:/usr/sbin:/usr/lpp/mmfs/bin:/camp/home/johnsoe/.local/bin:/camp/home/johnsoe/bin:/usr/lpp/mmfs/bin:/usr/lpp/mmfs/bin:/camp/home/johnsoe/.local/bin:/camp/home/johnsoe/bin
50
+ ++ export PATH
51
+ ++ '[' -n '' ']'
52
+ ++ '[' -z '' ']'
53
+ ++ _OLD_VIRTUAL_PS1=
54
+ ++ PS1='(.schemist) '
55
+ ++ export PS1
56
+ ++ VIRTUAL_ENV_PROMPT='(.schemist) '
57
+ ++ export VIRTUAL_ENV_PROMPT
58
+ ++ '[' -n /usr/bin/bash -o -n '' ']'
59
+ ++ hash -r
60
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt
61
+ + wt_data=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/spark-accumulation-wt.csv
62
+ + sed '1s/^\xEF\xBB\xBF//' /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/spark-mic_cleaned.csv
63
+ + filter_table accumulation_phenotype 'Wild type'
64
+ + filter_table smiles '' , '!='
65
+ + local col=accumulation_phenotype
66
+ + local 'val=Wild type'
67
+ + local sep=,
68
+ + local op===
69
+ + filter_table pmic '' , '!='
70
+ + awk -F, -v field=accumulation_phenotype -v 'val=Wild type' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
71
+ + schemist convert -2 id smiles inchikey scaffold mwt clogp tpsa -f CSV -x prefix=SCB-
72
+ + local col=smiles
73
+ + local val=
74
+ + local sep=,
75
+ + local 'op=!='
76
+ + awk -F, -v field=smiles -v val= 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col != val)) { print $0 }'
77
+ + local col=pmic
78
+ + local val=
79
+ + local sep=,
80
+ + local 'op=!='
81
+ + awk -F, -v field=pmic -v val= 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col != val)) { print $0 }'
82
+ 🚀 Converting between string representations with the following parameters:
83
+ subcommand: convert
84
+ output: <_io.TextIOWrapper name='<stdout>' mode='w' encoding='utf-8'>
85
+ format: CSV
86
+ input: <_io.TextIOWrapper name='<stdin>' mode='r' encoding='utf-8'>
87
+ representation: SMILES
88
+ column: smiles
89
+ prefix: None
90
+ to: ['id', 'smiles', 'inchikey', 'scaffold', 'mwt', 'clogp', 'tpsa']
91
+ options: ['prefix=SCB-']
92
+ func: <function _convert at 0x7fb8cbe6df30>
93
+
94
+ Error counts:
95
+ id: 0
96
+ smiles: 0
97
+ inchikey: 0
98
+ scaffold: 0
99
+ mwt: 0
100
+ clogp: 0
101
+ tpsa: 0
102
+ ⏰ Completed process in 0:01:46.483237
103
+ + unique_values /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/spark-accumulation-wt.csv species
104
+ + local sep=,
105
+ ++ get_column_number species
106
+ ++ local sep=,
107
+ ++ head -n1
108
+ ++ tr , '
109
+ '
110
+ ++ grep -n '^species$'
111
+ ++ cut -f 1 -d :
112
+ + local field=12
113
+ + tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/spark-accumulation-wt.csv
114
+ + cut -f12 -d,
115
+ + sort -u
116
+ + readarray -t unique_organisms
117
+ + printf 'species_name\tn_rows\n'
118
+ + echo 'Acinetobacter baumannii' 'Bacillus subtilis' 'Brucella abortus' 'Burkholderia thailandensis' 'Caulobacter crescentus' 'Enterobacter cloacae' 'Enterococcus faecalis' 'Escherichia coli' 'Francisella novicida' 'Francisella tularensis' 'Haemophilus influenzae' 'Klebsiella pneumoniae' 'Moraxella catarrhalis' 'Mycobacterium vaccae' 'Proteus hauseri' 'Proteus mirabilis' 'Pseudomonas aeruginosa' 'Pseudomonas fluorescens' 'Pseudomonas syringae' 'Salmonella enterica serovar Typhimurium' 'Staphylococcus aureus' 'Stenotrophomonas maltophilia' 'Streptococcus pneumoniae' 'Vibrio cholerae' 'Yersinia enterocolitica' 'Yersinia pestis' 'Yersinia pseudotuberculosis'
119
+ Acinetobacter baumannii Bacillus subtilis Brucella abortus Burkholderia thailandensis Caulobacter crescentus Enterobacter cloacae Enterococcus faecalis Escherichia coli Francisella novicida Francisella tularensis Haemophilus influenzae Klebsiella pneumoniae Moraxella catarrhalis Mycobacterium vaccae Proteus hauseri Proteus mirabilis Pseudomonas aeruginosa Pseudomonas fluorescens Pseudomonas syringae Salmonella enterica serovar Typhimurium Staphylococcus aureus Stenotrophomonas maltophilia Streptococcus pneumoniae Vibrio cholerae Yersinia enterocolitica Yersinia pestis Yersinia pseudotuberculosis
120
+ + for species in "${unique_organisms[@]}"
121
+ + species_safe=Acinetobacter-baumannii
122
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Acinetobacter-baumannii
123
+ + logger 'Processing Acinetobacter baumannii...'
124
+ + local 'message=Processing Acinetobacter baumannii...'
125
+ ++ date
126
+ + local '_date=Wed 26 Mar 22:16:31 GMT 2025'
127
+ + local 'prefix=Wed 26 Mar 22:16:31 GMT 2025'
128
+ + echo 'Wed 26 Mar 22:16:31 GMT 2025 :: Processing Acinetobacter baumannii...'
129
+ Wed 26 Mar 22:16:31 GMT 2025 :: Processing Acinetobacter baumannii...
130
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Acinetobacter-baumannii
131
+ + filter_table species 'Acinetobacter baumannii'
132
+ + local col=species
133
+ + local 'val=Acinetobacter baumannii'
134
+ + local sep=,
135
+ + local op===
136
+ + awk -F, -v field=species -v 'val=Acinetobacter baumannii' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
137
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Acinetobacter-baumannii/full.csv
138
+ ++ wc -l
139
+ + data_size=2148
140
+ + logger 'Data for Acinetobacter baumannii has 2148 rows'
141
+ + local 'message=Data for Acinetobacter baumannii has 2148 rows'
142
+ ++ date
143
+ + local '_date=Wed 26 Mar 22:16:31 GMT 2025'
144
+ + local 'prefix=Wed 26 Mar 22:16:31 GMT 2025'
145
+ + echo 'Wed 26 Mar 22:16:31 GMT 2025 :: Data for Acinetobacter baumannii has 2148 rows'
146
+ Wed 26 Mar 22:16:31 GMT 2025 :: Data for Acinetobacter baumannii has 2148 rows
147
+ + '[' 2148 -gt 1000 ']'
148
+ + printf 'Acinetobacter baumannii\t2148\n'
149
+ + schemist split /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Acinetobacter-baumannii/full.csv --type scaffold --train 0.7 --test 0.15 --seed 0 --output /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Acinetobacter-baumannii/scaffold-split.csv
150
+ 🚀 Splitting table with the following parameters:
151
+ subcommand: split
152
+ output: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Acinetobacter-baumannii/scaffold-split.csv' mode='w' encoding='UTF-8'>
153
+ format: None
154
+ input: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Acinetobacter-baumannii/full.csv' mode='r' encoding='UTF-8'>
155
+ representation: SMILES
156
+ column: smiles
157
+ prefix: None
158
+ type: scaffold
159
+ train: 0.7
160
+ test: 0.15
161
+ seed: 0
162
+ func: <function _split at 0x7fea87d16170>
163
+
164
+
165
+ Split counts:
166
+ train: 1504
167
+ test: 323
168
+ validation: 321
169
+ ⏰ Completed process in 0:00:01.745583
170
+ + for split in "train" "test" "validation"
171
+ + filter_table is_train True
172
+ + local col=is_train
173
+ + local val=True
174
+ + local sep=,
175
+ + local op===
176
+ + awk -F, -v field=is_train -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
177
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Acinetobacter-baumannii/scaffold-split-train.csv
178
+ + for split in "train" "test" "validation"
179
+ + filter_table is_test True
180
+ + local col=is_test
181
+ + local val=True
182
+ + local sep=,
183
+ + local op===
184
+ + awk -F, -v field=is_test -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
185
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Acinetobacter-baumannii/scaffold-split-test.csv
186
+ + for split in "train" "test" "validation"
187
+ + filter_table is_validation True
188
+ + local col=is_validation
189
+ + local val=True
190
+ + local sep=,
191
+ + local op===
192
+ + awk -F, -v field=is_validation -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
193
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Acinetobacter-baumannii/scaffold-split-validation.csv
194
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Acinetobacter-baumannii/scaffold-split.csv
195
+ + rm /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Acinetobacter-baumannii/full.csv
196
+ + for species in "${unique_organisms[@]}"
197
+ + species_safe=Bacillus-subtilis
198
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Bacillus-subtilis
199
+ + logger 'Processing Bacillus subtilis...'
200
+ + local 'message=Processing Bacillus subtilis...'
201
+ ++ date
202
+ + local '_date=Wed 26 Mar 22:16:35 GMT 2025'
203
+ + local 'prefix=Wed 26 Mar 22:16:35 GMT 2025'
204
+ + echo 'Wed 26 Mar 22:16:35 GMT 2025 :: Processing Bacillus subtilis...'
205
+ Wed 26 Mar 22:16:35 GMT 2025 :: Processing Bacillus subtilis...
206
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Bacillus-subtilis
207
+ + filter_table species 'Bacillus subtilis'
208
+ + local col=species
209
+ + local 'val=Bacillus subtilis'
210
+ + local sep=,
211
+ + local op===
212
+ + awk -F, -v field=species -v 'val=Bacillus subtilis' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
213
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Bacillus-subtilis/full.csv
214
+ ++ wc -l
215
+ + data_size=13
216
+ + logger 'Data for Bacillus subtilis has 13 rows'
217
+ + local 'message=Data for Bacillus subtilis has 13 rows'
218
+ ++ date
219
+ + local '_date=Wed 26 Mar 22:16:35 GMT 2025'
220
+ + local 'prefix=Wed 26 Mar 22:16:35 GMT 2025'
221
+ + echo 'Wed 26 Mar 22:16:35 GMT 2025 :: Data for Bacillus subtilis has 13 rows'
222
+ Wed 26 Mar 22:16:35 GMT 2025 :: Data for Bacillus subtilis has 13 rows
223
+ + '[' 13 -gt 1000 ']'
224
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Bacillus-subtilis
225
+ + for species in "${unique_organisms[@]}"
226
+ + species_safe=Brucella-abortus
227
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Brucella-abortus
228
+ + logger 'Processing Brucella abortus...'
229
+ + local 'message=Processing Brucella abortus...'
230
+ ++ date
231
+ + local '_date=Wed 26 Mar 22:16:35 GMT 2025'
232
+ + local 'prefix=Wed 26 Mar 22:16:35 GMT 2025'
233
+ + echo 'Wed 26 Mar 22:16:35 GMT 2025 :: Processing Brucella abortus...'
234
+ Wed 26 Mar 22:16:35 GMT 2025 :: Processing Brucella abortus...
235
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Brucella-abortus
236
+ + filter_table species 'Brucella abortus'
237
+ + local col=species
238
+ + local 'val=Brucella abortus'
239
+ + local sep=,
240
+ + local op===
241
+ + awk -F, -v field=species -v 'val=Brucella abortus' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
242
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Brucella-abortus/full.csv
243
+ ++ wc -l
244
+ + data_size=9946
245
+ + logger 'Data for Brucella abortus has 9946 rows'
246
+ + local 'message=Data for Brucella abortus has 9946 rows'
247
+ ++ date
248
+ + local '_date=Wed 26 Mar 22:16:35 GMT 2025'
249
+ + local 'prefix=Wed 26 Mar 22:16:35 GMT 2025'
250
+ + echo 'Wed 26 Mar 22:16:35 GMT 2025 :: Data for Brucella abortus has 9946 rows'
251
+ Wed 26 Mar 22:16:35 GMT 2025 :: Data for Brucella abortus has 9946 rows
252
+ + '[' 9946 -gt 1000 ']'
253
+ + printf 'Brucella abortus\t9946\n'
254
+ + schemist split /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Brucella-abortus/full.csv --type scaffold --train 0.7 --test 0.15 --seed 0 --output /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Brucella-abortus/scaffold-split.csv
255
+ 🚀 Splitting table with the following parameters:
256
+ subcommand: split
257
+ output: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Brucella-abortus/scaffold-split.csv' mode='w' encoding='UTF-8'>
258
+ format: None
259
+ input: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Brucella-abortus/full.csv' mode='r' encoding='UTF-8'>
260
+ representation: SMILES
261
+ column: smiles
262
+ prefix: None
263
+ type: scaffold
264
+ train: 0.7
265
+ test: 0.15
266
+ seed: 0
267
+ func: <function _split at 0x7fa660baa290>
268
+
269
+
270
+ Split counts:
271
+ train: 6963
272
+ test: 1492
273
+ validation: 1491
274
+ ⏰ Completed process in 0:00:05.882432
275
+ + for split in "train" "test" "validation"
276
+ + filter_table is_train True
277
+ + local col=is_train
278
+ + local val=True
279
+ + local sep=,
280
+ + local op===
281
+ + awk -F, -v field=is_train -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
282
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Brucella-abortus/scaffold-split-train.csv
283
+ + for split in "train" "test" "validation"
284
+ + filter_table is_test True
285
+ + local col=is_test
286
+ + local val=True
287
+ + local sep=,
288
+ + local op===
289
+ + awk -F, -v field=is_test -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
290
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Brucella-abortus/scaffold-split-test.csv
291
+ + for split in "train" "test" "validation"
292
+ + filter_table is_validation True
293
+ + local col=is_validation
294
+ + local val=True
295
+ + local sep=,
296
+ + local op===
297
+ + awk -F, -v field=is_validation -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
298
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Brucella-abortus/scaffold-split-validation.csv
299
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Brucella-abortus/scaffold-split.csv
300
+ + rm /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Brucella-abortus/full.csv
301
+ + for species in "${unique_organisms[@]}"
302
+ + species_safe=Burkholderia-thailandensis
303
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Burkholderia-thailandensis
304
+ + logger 'Processing Burkholderia thailandensis...'
305
+ + local 'message=Processing Burkholderia thailandensis...'
306
+ ++ date
307
+ + local '_date=Wed 26 Mar 22:16:43 GMT 2025'
308
+ + local 'prefix=Wed 26 Mar 22:16:43 GMT 2025'
309
+ + echo 'Wed 26 Mar 22:16:43 GMT 2025 :: Processing Burkholderia thailandensis...'
310
+ Wed 26 Mar 22:16:43 GMT 2025 :: Processing Burkholderia thailandensis...
311
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Burkholderia-thailandensis
312
+ + filter_table species 'Burkholderia thailandensis'
313
+ + local col=species
314
+ + local 'val=Burkholderia thailandensis'
315
+ + local sep=,
316
+ + local op===
317
+ + awk -F, -v field=species -v 'val=Burkholderia thailandensis' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
318
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Burkholderia-thailandensis/full.csv
319
+ ++ wc -l
320
+ + data_size=725
321
+ + logger 'Data for Burkholderia thailandensis has 725 rows'
322
+ + local 'message=Data for Burkholderia thailandensis has 725 rows'
323
+ ++ date
324
+ + local '_date=Wed 26 Mar 22:16:43 GMT 2025'
325
+ + local 'prefix=Wed 26 Mar 22:16:43 GMT 2025'
326
+ + echo 'Wed 26 Mar 22:16:43 GMT 2025 :: Data for Burkholderia thailandensis has 725 rows'
327
+ Wed 26 Mar 22:16:43 GMT 2025 :: Data for Burkholderia thailandensis has 725 rows
328
+ + '[' 725 -gt 1000 ']'
329
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Burkholderia-thailandensis
330
+ + for species in "${unique_organisms[@]}"
331
+ + species_safe=Caulobacter-crescentus
332
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Caulobacter-crescentus
333
+ + logger 'Processing Caulobacter crescentus...'
334
+ + local 'message=Processing Caulobacter crescentus...'
335
+ ++ date
336
+ + local '_date=Wed 26 Mar 22:16:43 GMT 2025'
337
+ + local 'prefix=Wed 26 Mar 22:16:43 GMT 2025'
338
+ + echo 'Wed 26 Mar 22:16:43 GMT 2025 :: Processing Caulobacter crescentus...'
339
+ Wed 26 Mar 22:16:43 GMT 2025 :: Processing Caulobacter crescentus...
340
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Caulobacter-crescentus
341
+ + filter_table species 'Caulobacter crescentus'
342
+ + local col=species
343
+ + local 'val=Caulobacter crescentus'
344
+ + local sep=,
345
+ + local op===
346
+ + awk -F, -v field=species -v 'val=Caulobacter crescentus' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
347
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Caulobacter-crescentus/full.csv
348
+ ++ wc -l
349
+ + data_size=37
350
+ + logger 'Data for Caulobacter crescentus has 37 rows'
351
+ + local 'message=Data for Caulobacter crescentus has 37 rows'
352
+ ++ date
353
+ + local '_date=Wed 26 Mar 22:16:44 GMT 2025'
354
+ + local 'prefix=Wed 26 Mar 22:16:44 GMT 2025'
355
+ + echo 'Wed 26 Mar 22:16:44 GMT 2025 :: Data for Caulobacter crescentus has 37 rows'
356
+ Wed 26 Mar 22:16:44 GMT 2025 :: Data for Caulobacter crescentus has 37 rows
357
+ + '[' 37 -gt 1000 ']'
358
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Caulobacter-crescentus
359
+ + for species in "${unique_organisms[@]}"
360
+ + species_safe=Enterobacter-cloacae
361
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Enterobacter-cloacae
362
+ + logger 'Processing Enterobacter cloacae...'
363
+ + local 'message=Processing Enterobacter cloacae...'
364
+ ++ date
365
+ + local '_date=Wed 26 Mar 22:16:44 GMT 2025'
366
+ + local 'prefix=Wed 26 Mar 22:16:44 GMT 2025'
367
+ + echo 'Wed 26 Mar 22:16:44 GMT 2025 :: Processing Enterobacter cloacae...'
368
+ Wed 26 Mar 22:16:44 GMT 2025 :: Processing Enterobacter cloacae...
369
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Enterobacter-cloacae
370
+ + filter_table species 'Enterobacter cloacae'
371
+ + local col=species
372
+ + local 'val=Enterobacter cloacae'
373
+ + local sep=,
374
+ + local op===
375
+ + awk -F, -v field=species -v 'val=Enterobacter cloacae' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
376
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Enterobacter-cloacae/full.csv
377
+ ++ wc -l
378
+ + data_size=101
379
+ + logger 'Data for Enterobacter cloacae has 101 rows'
380
+ + local 'message=Data for Enterobacter cloacae has 101 rows'
381
+ ++ date
382
+ + local '_date=Wed 26 Mar 22:16:44 GMT 2025'
383
+ + local 'prefix=Wed 26 Mar 22:16:44 GMT 2025'
384
+ + echo 'Wed 26 Mar 22:16:44 GMT 2025 :: Data for Enterobacter cloacae has 101 rows'
385
+ Wed 26 Mar 22:16:44 GMT 2025 :: Data for Enterobacter cloacae has 101 rows
386
+ + '[' 101 -gt 1000 ']'
387
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Enterobacter-cloacae
388
+ + for species in "${unique_organisms[@]}"
389
+ + species_safe=Enterococcus-faecalis
390
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Enterococcus-faecalis
391
+ + logger 'Processing Enterococcus faecalis...'
392
+ + local 'message=Processing Enterococcus faecalis...'
393
+ ++ date
394
+ + local '_date=Wed 26 Mar 22:16:44 GMT 2025'
395
+ + local 'prefix=Wed 26 Mar 22:16:44 GMT 2025'
396
+ + echo 'Wed 26 Mar 22:16:44 GMT 2025 :: Processing Enterococcus faecalis...'
397
+ Wed 26 Mar 22:16:44 GMT 2025 :: Processing Enterococcus faecalis...
398
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Enterococcus-faecalis
399
+ + filter_table species 'Enterococcus faecalis'
400
+ + local col=species
401
+ + local 'val=Enterococcus faecalis'
402
+ + local sep=,
403
+ + local op===
404
+ + awk -F, -v field=species -v 'val=Enterococcus faecalis' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
405
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Enterococcus-faecalis/full.csv
406
+ ++ wc -l
407
+ + data_size=961
408
+ + logger 'Data for Enterococcus faecalis has 961 rows'
409
+ + local 'message=Data for Enterococcus faecalis has 961 rows'
410
+ ++ date
411
+ + local '_date=Wed 26 Mar 22:16:44 GMT 2025'
412
+ + local 'prefix=Wed 26 Mar 22:16:44 GMT 2025'
413
+ + echo 'Wed 26 Mar 22:16:44 GMT 2025 :: Data for Enterococcus faecalis has 961 rows'
414
+ Wed 26 Mar 22:16:44 GMT 2025 :: Data for Enterococcus faecalis has 961 rows
415
+ + '[' 961 -gt 1000 ']'
416
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Enterococcus-faecalis
417
+ + for species in "${unique_organisms[@]}"
418
+ + species_safe=Escherichia-coli
419
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Escherichia-coli
420
+ + logger 'Processing Escherichia coli...'
421
+ + local 'message=Processing Escherichia coli...'
422
+ ++ date
423
+ + local '_date=Wed 26 Mar 22:16:44 GMT 2025'
424
+ + local 'prefix=Wed 26 Mar 22:16:44 GMT 2025'
425
+ + echo 'Wed 26 Mar 22:16:44 GMT 2025 :: Processing Escherichia coli...'
426
+ Wed 26 Mar 22:16:44 GMT 2025 :: Processing Escherichia coli...
427
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Escherichia-coli
428
+ + filter_table species 'Escherichia coli'
429
+ + local col=species
430
+ + local 'val=Escherichia coli'
431
+ + local sep=,
432
+ + local op===
433
+ + awk -F, -v field=species -v 'val=Escherichia coli' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
434
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Escherichia-coli/full.csv
435
+ ++ wc -l
436
+ + data_size=20451
437
+ + logger 'Data for Escherichia coli has 20451 rows'
438
+ + local 'message=Data for Escherichia coli has 20451 rows'
439
+ ++ date
440
+ + local '_date=Wed 26 Mar 22:16:44 GMT 2025'
441
+ + local 'prefix=Wed 26 Mar 22:16:44 GMT 2025'
442
+ + echo 'Wed 26 Mar 22:16:44 GMT 2025 :: Data for Escherichia coli has 20451 rows'
443
+ Wed 26 Mar 22:16:44 GMT 2025 :: Data for Escherichia coli has 20451 rows
444
+ + '[' 20451 -gt 1000 ']'
445
+ + printf 'Escherichia coli\t20451\n'
446
+ + schemist split /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Escherichia-coli/full.csv --type scaffold --train 0.7 --test 0.15 --seed 0 --output /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Escherichia-coli/scaffold-split.csv
447
+ 🚀 Splitting table with the following parameters:
448
+ subcommand: split
449
+ output: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Escherichia-coli/scaffold-split.csv' mode='w' encoding='UTF-8'>
450
+ format: None
451
+ input: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Escherichia-coli/full.csv' mode='r' encoding='UTF-8'>
452
+ representation: SMILES
453
+ column: smiles
454
+ prefix: None
455
+ type: scaffold
456
+ train: 0.7
457
+ test: 0.15
458
+ seed: 0
459
+ func: <function _split at 0x7f1a9b34e290>
460
+
461
+
462
+ Split counts:
463
+ train: 14316
464
+ test: 3068
465
+ validation: 3067
466
+ ⏰ Completed process in 0:00:18.054209
467
+ + for split in "train" "test" "validation"
468
+ + filter_table is_train True
469
+ + local col=is_train
470
+ + local val=True
471
+ + local sep=,
472
+ + local op===
473
+ + awk -F, -v field=is_train -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
474
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Escherichia-coli/scaffold-split-train.csv
475
+ + for split in "train" "test" "validation"
476
+ + filter_table is_test True
477
+ + local col=is_test
478
+ + local val=True
479
+ + local sep=,
480
+ + local op===
481
+ + awk -F, -v field=is_test -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
482
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Escherichia-coli/scaffold-split-test.csv
483
+ + for split in "train" "test" "validation"
484
+ + filter_table is_validation True
485
+ + local col=is_validation
486
+ + local val=True
487
+ + local sep=,
488
+ + local op===
489
+ + awk -F, -v field=is_validation -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
490
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Escherichia-coli/scaffold-split-validation.csv
491
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Escherichia-coli/scaffold-split.csv
492
+ + rm /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Escherichia-coli/full.csv
493
+ + for species in "${unique_organisms[@]}"
494
+ + species_safe=Francisella-novicida
495
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-novicida
496
+ + logger 'Processing Francisella novicida...'
497
+ + local 'message=Processing Francisella novicida...'
498
+ ++ date
499
+ + local '_date=Wed 26 Mar 22:17:05 GMT 2025'
500
+ + local 'prefix=Wed 26 Mar 22:17:05 GMT 2025'
501
+ + echo 'Wed 26 Mar 22:17:05 GMT 2025 :: Processing Francisella novicida...'
502
+ Wed 26 Mar 22:17:05 GMT 2025 :: Processing Francisella novicida...
503
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-novicida
504
+ + filter_table species 'Francisella novicida'
505
+ + local col=species
506
+ + local 'val=Francisella novicida'
507
+ + local sep=,
508
+ + local op===
509
+ + awk -F, -v field=species -v 'val=Francisella novicida' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
510
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-novicida/full.csv
511
+ ++ wc -l
512
+ + data_size=4
513
+ + logger 'Data for Francisella novicida has 4 rows'
514
+ + local 'message=Data for Francisella novicida has 4 rows'
515
+ ++ date
516
+ + local '_date=Wed 26 Mar 22:17:05 GMT 2025'
517
+ + local 'prefix=Wed 26 Mar 22:17:05 GMT 2025'
518
+ + echo 'Wed 26 Mar 22:17:05 GMT 2025 :: Data for Francisella novicida has 4 rows'
519
+ Wed 26 Mar 22:17:05 GMT 2025 :: Data for Francisella novicida has 4 rows
520
+ + '[' 4 -gt 1000 ']'
521
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-novicida
522
+ + for species in "${unique_organisms[@]}"
523
+ + species_safe=Francisella-tularensis
524
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-tularensis
525
+ + logger 'Processing Francisella tularensis...'
526
+ + local 'message=Processing Francisella tularensis...'
527
+ ++ date
528
+ + local '_date=Wed 26 Mar 22:17:05 GMT 2025'
529
+ + local 'prefix=Wed 26 Mar 22:17:05 GMT 2025'
530
+ + echo 'Wed 26 Mar 22:17:05 GMT 2025 :: Processing Francisella tularensis...'
531
+ Wed 26 Mar 22:17:05 GMT 2025 :: Processing Francisella tularensis...
532
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-tularensis
533
+ + filter_table species 'Francisella tularensis'
534
+ + local col=species
535
+ + local 'val=Francisella tularensis'
536
+ + local sep=,
537
+ + local op===
538
+ + awk -F, -v field=species -v 'val=Francisella tularensis' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
539
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-tularensis/full.csv
540
+ ++ wc -l
541
+ + data_size=9671
542
+ + logger 'Data for Francisella tularensis has 9671 rows'
543
+ + local 'message=Data for Francisella tularensis has 9671 rows'
544
+ ++ date
545
+ + local '_date=Wed 26 Mar 22:17:05 GMT 2025'
546
+ + local 'prefix=Wed 26 Mar 22:17:05 GMT 2025'
547
+ + echo 'Wed 26 Mar 22:17:05 GMT 2025 :: Data for Francisella tularensis has 9671 rows'
548
+ Wed 26 Mar 22:17:05 GMT 2025 :: Data for Francisella tularensis has 9671 rows
549
+ + '[' 9671 -gt 1000 ']'
550
+ + printf 'Francisella tularensis\t9671\n'
551
+ + schemist split /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-tularensis/full.csv --type scaffold --train 0.7 --test 0.15 --seed 0 --output /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-tularensis/scaffold-split.csv
552
+ 🚀 Splitting table with the following parameters:
553
+ subcommand: split
554
+ output: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-tularensis/scaffold-split.csv' mode='w' encoding='UTF-8'>
555
+ format: None
556
+ input: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-tularensis/full.csv' mode='r' encoding='UTF-8'>
557
+ representation: SMILES
558
+ column: smiles
559
+ prefix: None
560
+ type: scaffold
561
+ train: 0.7
562
+ test: 0.15
563
+ seed: 0
564
+ func: <function _split at 0x7f0d87072170>
565
+
566
+
567
+ Split counts:
568
+ train: 6770
569
+ test: 1451
570
+ validation: 1450
571
+ ⏰ Completed process in 0:00:05.703710
572
+ + for split in "train" "test" "validation"
573
+ + filter_table is_train True
574
+ + local col=is_train
575
+ + local val=True
576
+ + local sep=,
577
+ + local op===
578
+ + awk -F, -v field=is_train -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
579
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-tularensis/scaffold-split-train.csv
580
+ + for split in "train" "test" "validation"
581
+ + filter_table is_test True
582
+ + local col=is_test
583
+ + local val=True
584
+ + local sep=,
585
+ + local op===
586
+ + awk -F, -v field=is_test -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
587
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-tularensis/scaffold-split-test.csv
588
+ + for split in "train" "test" "validation"
589
+ + filter_table is_validation True
590
+ + local col=is_validation
591
+ + local val=True
592
+ + local sep=,
593
+ + local op===
594
+ + awk -F, -v field=is_validation -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
595
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-tularensis/scaffold-split-validation.csv
596
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-tularensis/scaffold-split.csv
597
+ + rm /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Francisella-tularensis/full.csv
598
+ + for species in "${unique_organisms[@]}"
599
+ + species_safe=Haemophilus-influenzae
600
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Haemophilus-influenzae
601
+ + logger 'Processing Haemophilus influenzae...'
602
+ + local 'message=Processing Haemophilus influenzae...'
603
+ ++ date
604
+ + local '_date=Wed 26 Mar 22:17:13 GMT 2025'
605
+ + local 'prefix=Wed 26 Mar 22:17:13 GMT 2025'
606
+ + echo 'Wed 26 Mar 22:17:13 GMT 2025 :: Processing Haemophilus influenzae...'
607
+ Wed 26 Mar 22:17:13 GMT 2025 :: Processing Haemophilus influenzae...
608
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Haemophilus-influenzae
609
+ + filter_table species 'Haemophilus influenzae'
610
+ + local col=species
611
+ + local 'val=Haemophilus influenzae'
612
+ + local sep=,
613
+ + local op===
614
+ + awk -F, -v field=species -v 'val=Haemophilus influenzae' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
615
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Haemophilus-influenzae/full.csv
616
+ ++ wc -l
617
+ + data_size=27
618
+ + logger 'Data for Haemophilus influenzae has 27 rows'
619
+ + local 'message=Data for Haemophilus influenzae has 27 rows'
620
+ ++ date
621
+ + local '_date=Wed 26 Mar 22:17:13 GMT 2025'
622
+ + local 'prefix=Wed 26 Mar 22:17:13 GMT 2025'
623
+ + echo 'Wed 26 Mar 22:17:13 GMT 2025 :: Data for Haemophilus influenzae has 27 rows'
624
+ Wed 26 Mar 22:17:13 GMT 2025 :: Data for Haemophilus influenzae has 27 rows
625
+ + '[' 27 -gt 1000 ']'
626
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Haemophilus-influenzae
627
+ + for species in "${unique_organisms[@]}"
628
+ + species_safe=Klebsiella-pneumoniae
629
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Klebsiella-pneumoniae
630
+ + logger 'Processing Klebsiella pneumoniae...'
631
+ + local 'message=Processing Klebsiella pneumoniae...'
632
+ ++ date
633
+ + local '_date=Wed 26 Mar 22:17:13 GMT 2025'
634
+ + local 'prefix=Wed 26 Mar 22:17:13 GMT 2025'
635
+ + echo 'Wed 26 Mar 22:17:13 GMT 2025 :: Processing Klebsiella pneumoniae...'
636
+ Wed 26 Mar 22:17:13 GMT 2025 :: Processing Klebsiella pneumoniae...
637
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Klebsiella-pneumoniae
638
+ + filter_table species 'Klebsiella pneumoniae'
639
+ + local col=species
640
+ + local 'val=Klebsiella pneumoniae'
641
+ + local sep=,
642
+ + local op===
643
+ + awk -F, -v field=species -v 'val=Klebsiella pneumoniae' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
644
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Klebsiella-pneumoniae/full.csv
645
+ ++ wc -l
646
+ + data_size=3920
647
+ + logger 'Data for Klebsiella pneumoniae has 3920 rows'
648
+ + local 'message=Data for Klebsiella pneumoniae has 3920 rows'
649
+ ++ date
650
+ + local '_date=Wed 26 Mar 22:17:13 GMT 2025'
651
+ + local 'prefix=Wed 26 Mar 22:17:13 GMT 2025'
652
+ + echo 'Wed 26 Mar 22:17:13 GMT 2025 :: Data for Klebsiella pneumoniae has 3920 rows'
653
+ Wed 26 Mar 22:17:13 GMT 2025 :: Data for Klebsiella pneumoniae has 3920 rows
654
+ + '[' 3920 -gt 1000 ']'
655
+ + printf 'Klebsiella pneumoniae\t3920\n'
656
+ + schemist split /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Klebsiella-pneumoniae/full.csv --type scaffold --train 0.7 --test 0.15 --seed 0 --output /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Klebsiella-pneumoniae/scaffold-split.csv
657
+ 🚀 Splitting table with the following parameters:
658
+ subcommand: split
659
+ output: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Klebsiella-pneumoniae/scaffold-split.csv' mode='w' encoding='UTF-8'>
660
+ format: None
661
+ input: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Klebsiella-pneumoniae/full.csv' mode='r' encoding='UTF-8'>
662
+ representation: SMILES
663
+ column: smiles
664
+ prefix: None
665
+ type: scaffold
666
+ train: 0.7
667
+ test: 0.15
668
+ seed: 0
669
+ func: <function _split at 0x7fe59819e170>
670
+
671
+
672
+ Split counts:
673
+ train: 2744
674
+ test: 588
675
+ validation: 588
676
+ ⏰ Completed process in 0:00:02.743941
677
+ + for split in "train" "test" "validation"
678
+ + filter_table is_train True
679
+ + local col=is_train
680
+ + local val=True
681
+ + local sep=,
682
+ + local op===
683
+ + awk -F, -v field=is_train -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
684
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Klebsiella-pneumoniae/scaffold-split-train.csv
685
+ + for split in "train" "test" "validation"
686
+ + filter_table is_test True
687
+ + local col=is_test
688
+ + local val=True
689
+ + local sep=,
690
+ + local op===
691
+ + awk -F, -v field=is_test -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
692
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Klebsiella-pneumoniae/scaffold-split-test.csv
693
+ + for split in "train" "test" "validation"
694
+ + filter_table is_validation True
695
+ + local col=is_validation
696
+ + local val=True
697
+ + local sep=,
698
+ + local op===
699
+ + awk -F, -v field=is_validation -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
700
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Klebsiella-pneumoniae/scaffold-split-validation.csv
701
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Klebsiella-pneumoniae/scaffold-split.csv
702
+ + rm /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Klebsiella-pneumoniae/full.csv
703
+ + for species in "${unique_organisms[@]}"
704
+ + species_safe=Moraxella-catarrhalis
705
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Moraxella-catarrhalis
706
+ + logger 'Processing Moraxella catarrhalis...'
707
+ + local 'message=Processing Moraxella catarrhalis...'
708
+ ++ date
709
+ + local '_date=Wed 26 Mar 22:17:18 GMT 2025'
710
+ + local 'prefix=Wed 26 Mar 22:17:18 GMT 2025'
711
+ + echo 'Wed 26 Mar 22:17:18 GMT 2025 :: Processing Moraxella catarrhalis...'
712
+ Wed 26 Mar 22:17:18 GMT 2025 :: Processing Moraxella catarrhalis...
713
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Moraxella-catarrhalis
714
+ + filter_table species 'Moraxella catarrhalis'
715
+ + local col=species
716
+ + local 'val=Moraxella catarrhalis'
717
+ + local sep=,
718
+ + local op===
719
+ + awk -F, -v field=species -v 'val=Moraxella catarrhalis' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
720
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Moraxella-catarrhalis/full.csv
721
+ ++ wc -l
722
+ + data_size=2
723
+ + logger 'Data for Moraxella catarrhalis has 2 rows'
724
+ + local 'message=Data for Moraxella catarrhalis has 2 rows'
725
+ ++ date
726
+ + local '_date=Wed 26 Mar 22:17:18 GMT 2025'
727
+ + local 'prefix=Wed 26 Mar 22:17:18 GMT 2025'
728
+ + echo 'Wed 26 Mar 22:17:18 GMT 2025 :: Data for Moraxella catarrhalis has 2 rows'
729
+ Wed 26 Mar 22:17:18 GMT 2025 :: Data for Moraxella catarrhalis has 2 rows
730
+ + '[' 2 -gt 1000 ']'
731
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Moraxella-catarrhalis
732
+ + for species in "${unique_organisms[@]}"
733
+ + species_safe=Mycobacterium-vaccae
734
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Mycobacterium-vaccae
735
+ + logger 'Processing Mycobacterium vaccae...'
736
+ + local 'message=Processing Mycobacterium vaccae...'
737
+ ++ date
738
+ + local '_date=Wed 26 Mar 22:17:18 GMT 2025'
739
+ + local 'prefix=Wed 26 Mar 22:17:18 GMT 2025'
740
+ + echo 'Wed 26 Mar 22:17:18 GMT 2025 :: Processing Mycobacterium vaccae...'
741
+ Wed 26 Mar 22:17:18 GMT 2025 :: Processing Mycobacterium vaccae...
742
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Mycobacterium-vaccae
743
+ + filter_table species 'Mycobacterium vaccae'
744
+ + local col=species
745
+ + local 'val=Mycobacterium vaccae'
746
+ + local sep=,
747
+ + local op===
748
+ + awk -F, -v field=species -v 'val=Mycobacterium vaccae' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
749
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Mycobacterium-vaccae/full.csv
750
+ ++ wc -l
751
+ + data_size=7
752
+ + logger 'Data for Mycobacterium vaccae has 7 rows'
753
+ + local 'message=Data for Mycobacterium vaccae has 7 rows'
754
+ ++ date
755
+ + local '_date=Wed 26 Mar 22:17:18 GMT 2025'
756
+ + local 'prefix=Wed 26 Mar 22:17:18 GMT 2025'
757
+ + echo 'Wed 26 Mar 22:17:18 GMT 2025 :: Data for Mycobacterium vaccae has 7 rows'
758
+ Wed 26 Mar 22:17:18 GMT 2025 :: Data for Mycobacterium vaccae has 7 rows
759
+ + '[' 7 -gt 1000 ']'
760
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Mycobacterium-vaccae
761
+ + for species in "${unique_organisms[@]}"
762
+ + species_safe=Proteus-hauseri
763
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Proteus-hauseri
764
+ + logger 'Processing Proteus hauseri...'
765
+ + local 'message=Processing Proteus hauseri...'
766
+ ++ date
767
+ + local '_date=Wed 26 Mar 22:17:18 GMT 2025'
768
+ + local 'prefix=Wed 26 Mar 22:17:18 GMT 2025'
769
+ + echo 'Wed 26 Mar 22:17:18 GMT 2025 :: Processing Proteus hauseri...'
770
+ Wed 26 Mar 22:17:18 GMT 2025 :: Processing Proteus hauseri...
771
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Proteus-hauseri
772
+ + filter_table species 'Proteus hauseri'
773
+ + local col=species
774
+ + local 'val=Proteus hauseri'
775
+ + local sep=,
776
+ + local op===
777
+ + awk -F, -v field=species -v 'val=Proteus hauseri' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
778
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Proteus-hauseri/full.csv
779
+ ++ wc -l
780
+ + data_size=4
781
+ + logger 'Data for Proteus hauseri has 4 rows'
782
+ + local 'message=Data for Proteus hauseri has 4 rows'
783
+ ++ date
784
+ + local '_date=Wed 26 Mar 22:17:18 GMT 2025'
785
+ + local 'prefix=Wed 26 Mar 22:17:18 GMT 2025'
786
+ + echo 'Wed 26 Mar 22:17:18 GMT 2025 :: Data for Proteus hauseri has 4 rows'
787
+ Wed 26 Mar 22:17:18 GMT 2025 :: Data for Proteus hauseri has 4 rows
788
+ + '[' 4 -gt 1000 ']'
789
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Proteus-hauseri
790
+ + for species in "${unique_organisms[@]}"
791
+ + species_safe=Proteus-mirabilis
792
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Proteus-mirabilis
793
+ + logger 'Processing Proteus mirabilis...'
794
+ + local 'message=Processing Proteus mirabilis...'
795
+ ++ date
796
+ + local '_date=Wed 26 Mar 22:17:18 GMT 2025'
797
+ + local 'prefix=Wed 26 Mar 22:17:18 GMT 2025'
798
+ + echo 'Wed 26 Mar 22:17:18 GMT 2025 :: Processing Proteus mirabilis...'
799
+ Wed 26 Mar 22:17:18 GMT 2025 :: Processing Proteus mirabilis...
800
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Proteus-mirabilis
801
+ + filter_table species 'Proteus mirabilis'
802
+ + local col=species
803
+ + local 'val=Proteus mirabilis'
804
+ + local sep=,
805
+ + local op===
806
+ + awk -F, -v field=species -v 'val=Proteus mirabilis' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
807
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Proteus-mirabilis/full.csv
808
+ ++ wc -l
809
+ + data_size=20
810
+ + logger 'Data for Proteus mirabilis has 20 rows'
811
+ + local 'message=Data for Proteus mirabilis has 20 rows'
812
+ ++ date
813
+ + local '_date=Wed 26 Mar 22:17:19 GMT 2025'
814
+ + local 'prefix=Wed 26 Mar 22:17:19 GMT 2025'
815
+ + echo 'Wed 26 Mar 22:17:19 GMT 2025 :: Data for Proteus mirabilis has 20 rows'
816
+ Wed 26 Mar 22:17:19 GMT 2025 :: Data for Proteus mirabilis has 20 rows
817
+ + '[' 20 -gt 1000 ']'
818
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Proteus-mirabilis
819
+ + for species in "${unique_organisms[@]}"
820
+ + species_safe=Pseudomonas-aeruginosa
821
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-aeruginosa
822
+ + logger 'Processing Pseudomonas aeruginosa...'
823
+ + local 'message=Processing Pseudomonas aeruginosa...'
824
+ ++ date
825
+ + local '_date=Wed 26 Mar 22:17:19 GMT 2025'
826
+ + local 'prefix=Wed 26 Mar 22:17:19 GMT 2025'
827
+ + echo 'Wed 26 Mar 22:17:19 GMT 2025 :: Processing Pseudomonas aeruginosa...'
828
+ Wed 26 Mar 22:17:19 GMT 2025 :: Processing Pseudomonas aeruginosa...
829
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-aeruginosa
830
+ + filter_table species 'Pseudomonas aeruginosa'
831
+ + local col=species
832
+ + local 'val=Pseudomonas aeruginosa'
833
+ + local sep=,
834
+ + local op===
835
+ + awk -F, -v field=species -v 'val=Pseudomonas aeruginosa' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
836
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-aeruginosa/full.csv
837
+ ++ wc -l
838
+ + data_size=15677
839
+ + logger 'Data for Pseudomonas aeruginosa has 15677 rows'
840
+ + local 'message=Data for Pseudomonas aeruginosa has 15677 rows'
841
+ ++ date
842
+ + local '_date=Wed 26 Mar 22:17:19 GMT 2025'
843
+ + local 'prefix=Wed 26 Mar 22:17:19 GMT 2025'
844
+ + echo 'Wed 26 Mar 22:17:19 GMT 2025 :: Data for Pseudomonas aeruginosa has 15677 rows'
845
+ Wed 26 Mar 22:17:19 GMT 2025 :: Data for Pseudomonas aeruginosa has 15677 rows
846
+ + '[' 15677 -gt 1000 ']'
847
+ + printf 'Pseudomonas aeruginosa\t15677\n'
848
+ + schemist split /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-aeruginosa/full.csv --type scaffold --train 0.7 --test 0.15 --seed 0 --output /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-aeruginosa/scaffold-split.csv
849
+ 🚀 Splitting table with the following parameters:
850
+ subcommand: split
851
+ output: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-aeruginosa/scaffold-split.csv' mode='w' encoding='UTF-8'>
852
+ format: None
853
+ input: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-aeruginosa/full.csv' mode='r' encoding='UTF-8'>
854
+ representation: SMILES
855
+ column: smiles
856
+ prefix: None
857
+ type: scaffold
858
+ train: 0.7
859
+ test: 0.15
860
+ seed: 0
861
+ func: <function _split at 0x7fdf38cf2170>
862
+
863
+
864
+ Split counts:
865
+ train: 10974
866
+ test: 2352
867
+ validation: 2351
868
+ ⏰ Completed process in 0:00:10.903278
869
+ + for split in "train" "test" "validation"
870
+ + filter_table is_train True
871
+ + local col=is_train
872
+ + local val=True
873
+ + local sep=,
874
+ + local op===
875
+ + awk -F, -v field=is_train -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
876
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-aeruginosa/scaffold-split-train.csv
877
+ + for split in "train" "test" "validation"
878
+ + filter_table is_test True
879
+ + local col=is_test
880
+ + local val=True
881
+ + local sep=,
882
+ + local op===
883
+ + awk -F, -v field=is_test -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
884
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-aeruginosa/scaffold-split-test.csv
885
+ + for split in "train" "test" "validation"
886
+ + filter_table is_validation True
887
+ + local col=is_validation
888
+ + local val=True
889
+ + local sep=,
890
+ + local op===
891
+ + awk -F, -v field=is_validation -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
892
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-aeruginosa/scaffold-split-validation.csv
893
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-aeruginosa/scaffold-split.csv
894
+ + rm /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-aeruginosa/full.csv
895
+ + for species in "${unique_organisms[@]}"
896
+ + species_safe=Pseudomonas-fluorescens
897
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-fluorescens
898
+ + logger 'Processing Pseudomonas fluorescens...'
899
+ + local 'message=Processing Pseudomonas fluorescens...'
900
+ ++ date
901
+ + local '_date=Wed 26 Mar 22:17:32 GMT 2025'
902
+ + local 'prefix=Wed 26 Mar 22:17:32 GMT 2025'
903
+ + echo 'Wed 26 Mar 22:17:32 GMT 2025 :: Processing Pseudomonas fluorescens...'
904
+ Wed 26 Mar 22:17:32 GMT 2025 :: Processing Pseudomonas fluorescens...
905
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-fluorescens
906
+ + filter_table species 'Pseudomonas fluorescens'
907
+ + local col=species
908
+ + local 'val=Pseudomonas fluorescens'
909
+ + local sep=,
910
+ + local op===
911
+ + awk -F, -v field=species -v 'val=Pseudomonas fluorescens' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
912
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-fluorescens/full.csv
913
+ ++ wc -l
914
+ + data_size=219
915
+ + logger 'Data for Pseudomonas fluorescens has 219 rows'
916
+ + local 'message=Data for Pseudomonas fluorescens has 219 rows'
917
+ ++ date
918
+ + local '_date=Wed 26 Mar 22:17:32 GMT 2025'
919
+ + local 'prefix=Wed 26 Mar 22:17:32 GMT 2025'
920
+ + echo 'Wed 26 Mar 22:17:32 GMT 2025 :: Data for Pseudomonas fluorescens has 219 rows'
921
+ Wed 26 Mar 22:17:32 GMT 2025 :: Data for Pseudomonas fluorescens has 219 rows
922
+ + '[' 219 -gt 1000 ']'
923
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-fluorescens
924
+ + for species in "${unique_organisms[@]}"
925
+ + species_safe=Pseudomonas-syringae
926
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-syringae
927
+ + logger 'Processing Pseudomonas syringae...'
928
+ + local 'message=Processing Pseudomonas syringae...'
929
+ ++ date
930
+ + local '_date=Wed 26 Mar 22:17:32 GMT 2025'
931
+ + local 'prefix=Wed 26 Mar 22:17:32 GMT 2025'
932
+ + echo 'Wed 26 Mar 22:17:32 GMT 2025 :: Processing Pseudomonas syringae...'
933
+ Wed 26 Mar 22:17:32 GMT 2025 :: Processing Pseudomonas syringae...
934
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-syringae
935
+ + filter_table species 'Pseudomonas syringae'
936
+ + local col=species
937
+ + local 'val=Pseudomonas syringae'
938
+ + local sep=,
939
+ + local op===
940
+ + awk -F, -v field=species -v 'val=Pseudomonas syringae' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
941
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-syringae/full.csv
942
+ ++ wc -l
943
+ + data_size=16
944
+ + logger 'Data for Pseudomonas syringae has 16 rows'
945
+ + local 'message=Data for Pseudomonas syringae has 16 rows'
946
+ ++ date
947
+ + local '_date=Wed 26 Mar 22:17:32 GMT 2025'
948
+ + local 'prefix=Wed 26 Mar 22:17:32 GMT 2025'
949
+ + echo 'Wed 26 Mar 22:17:32 GMT 2025 :: Data for Pseudomonas syringae has 16 rows'
950
+ Wed 26 Mar 22:17:32 GMT 2025 :: Data for Pseudomonas syringae has 16 rows
951
+ + '[' 16 -gt 1000 ']'
952
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Pseudomonas-syringae
953
+ + for species in "${unique_organisms[@]}"
954
+ + species_safe=Salmonella-enterica-serovar-Typhimurium
955
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Salmonella-enterica-serovar-Typhimurium
956
+ + logger 'Processing Salmonella enterica serovar Typhimurium...'
957
+ + local 'message=Processing Salmonella enterica serovar Typhimurium...'
958
+ ++ date
959
+ + local '_date=Wed 26 Mar 22:17:32 GMT 2025'
960
+ + local 'prefix=Wed 26 Mar 22:17:32 GMT 2025'
961
+ + echo 'Wed 26 Mar 22:17:32 GMT 2025 :: Processing Salmonella enterica serovar Typhimurium...'
962
+ Wed 26 Mar 22:17:32 GMT 2025 :: Processing Salmonella enterica serovar Typhimurium...
963
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Salmonella-enterica-serovar-Typhimurium
964
+ + filter_table species 'Salmonella enterica serovar Typhimurium'
965
+ + local col=species
966
+ + local 'val=Salmonella enterica serovar Typhimurium'
967
+ + local sep=,
968
+ + local op===
969
+ + awk -F, -v field=species -v 'val=Salmonella enterica serovar Typhimurium' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
970
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Salmonella-enterica-serovar-Typhimurium/full.csv
971
+ ++ wc -l
972
+ + data_size=66
973
+ + logger 'Data for Salmonella enterica serovar Typhimurium has 66 rows'
974
+ + local 'message=Data for Salmonella enterica serovar Typhimurium has 66 rows'
975
+ ++ date
976
+ + local '_date=Wed 26 Mar 22:17:32 GMT 2025'
977
+ + local 'prefix=Wed 26 Mar 22:17:32 GMT 2025'
978
+ + echo 'Wed 26 Mar 22:17:32 GMT 2025 :: Data for Salmonella enterica serovar Typhimurium has 66 rows'
979
+ Wed 26 Mar 22:17:32 GMT 2025 :: Data for Salmonella enterica serovar Typhimurium has 66 rows
980
+ + '[' 66 -gt 1000 ']'
981
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Salmonella-enterica-serovar-Typhimurium
982
+ + for species in "${unique_organisms[@]}"
983
+ + species_safe=Staphylococcus-aureus
984
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Staphylococcus-aureus
985
+ + logger 'Processing Staphylococcus aureus...'
986
+ + local 'message=Processing Staphylococcus aureus...'
987
+ ++ date
988
+ + local '_date=Wed 26 Mar 22:17:32 GMT 2025'
989
+ + local 'prefix=Wed 26 Mar 22:17:32 GMT 2025'
990
+ + echo 'Wed 26 Mar 22:17:32 GMT 2025 :: Processing Staphylococcus aureus...'
991
+ Wed 26 Mar 22:17:32 GMT 2025 :: Processing Staphylococcus aureus...
992
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Staphylococcus-aureus
993
+ + filter_table species 'Staphylococcus aureus'
994
+ + local col=species
995
+ + local 'val=Staphylococcus aureus'
996
+ + local sep=,
997
+ + local op===
998
+ + awk -F, -v field=species -v 'val=Staphylococcus aureus' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
999
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Staphylococcus-aureus/full.csv
1000
+ ++ wc -l
1001
+ + data_size=2115
1002
+ + logger 'Data for Staphylococcus aureus has 2115 rows'
1003
+ + local 'message=Data for Staphylococcus aureus has 2115 rows'
1004
+ ++ date
1005
+ + local '_date=Wed 26 Mar 22:17:33 GMT 2025'
1006
+ + local 'prefix=Wed 26 Mar 22:17:33 GMT 2025'
1007
+ + echo 'Wed 26 Mar 22:17:33 GMT 2025 :: Data for Staphylococcus aureus has 2115 rows'
1008
+ Wed 26 Mar 22:17:33 GMT 2025 :: Data for Staphylococcus aureus has 2115 rows
1009
+ + '[' 2115 -gt 1000 ']'
1010
+ + printf 'Staphylococcus aureus\t2115\n'
1011
+ + schemist split /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Staphylococcus-aureus/full.csv --type scaffold --train 0.7 --test 0.15 --seed 0 --output /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Staphylococcus-aureus/scaffold-split.csv
1012
+ 🚀 Splitting table with the following parameters:
1013
+ subcommand: split
1014
+ output: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Staphylococcus-aureus/scaffold-split.csv' mode='w' encoding='UTF-8'>
1015
+ format: None
1016
+ input: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Staphylococcus-aureus/full.csv' mode='r' encoding='UTF-8'>
1017
+ representation: SMILES
1018
+ column: smiles
1019
+ prefix: None
1020
+ type: scaffold
1021
+ train: 0.7
1022
+ test: 0.15
1023
+ seed: 0
1024
+ func: <function _split at 0x7fa5c147a170>
1025
+
1026
+
1027
+ Split counts:
1028
+ train: 1481
1029
+ test: 318
1030
+ validation: 316
1031
+ ⏰ Completed process in 0:00:01.461816
1032
+ + for split in "train" "test" "validation"
1033
+ + filter_table is_train True
1034
+ + local col=is_train
1035
+ + local val=True
1036
+ + local sep=,
1037
+ + local op===
1038
+ + awk -F, -v field=is_train -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1039
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Staphylococcus-aureus/scaffold-split-train.csv
1040
+ + for split in "train" "test" "validation"
1041
+ + filter_table is_test True
1042
+ + local col=is_test
1043
+ + local val=True
1044
+ + local sep=,
1045
+ + local op===
1046
+ + awk -F, -v field=is_test -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1047
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Staphylococcus-aureus/scaffold-split-test.csv
1048
+ + for split in "train" "test" "validation"
1049
+ + filter_table is_validation True
1050
+ + local col=is_validation
1051
+ + local val=True
1052
+ + local sep=,
1053
+ + local op===
1054
+ + awk -F, -v field=is_validation -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1055
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Staphylococcus-aureus/scaffold-split-validation.csv
1056
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Staphylococcus-aureus/scaffold-split.csv
1057
+ + rm /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Staphylococcus-aureus/full.csv
1058
+ + for species in "${unique_organisms[@]}"
1059
+ + species_safe=Stenotrophomonas-maltophilia
1060
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Stenotrophomonas-maltophilia
1061
+ + logger 'Processing Stenotrophomonas maltophilia...'
1062
+ + local 'message=Processing Stenotrophomonas maltophilia...'
1063
+ ++ date
1064
+ + local '_date=Wed 26 Mar 22:17:36 GMT 2025'
1065
+ + local 'prefix=Wed 26 Mar 22:17:36 GMT 2025'
1066
+ + echo 'Wed 26 Mar 22:17:36 GMT 2025 :: Processing Stenotrophomonas maltophilia...'
1067
+ Wed 26 Mar 22:17:36 GMT 2025 :: Processing Stenotrophomonas maltophilia...
1068
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Stenotrophomonas-maltophilia
1069
+ + filter_table species 'Stenotrophomonas maltophilia'
1070
+ + local col=species
1071
+ + local 'val=Stenotrophomonas maltophilia'
1072
+ + local sep=,
1073
+ + local op===
1074
+ + awk -F, -v field=species -v 'val=Stenotrophomonas maltophilia' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1075
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Stenotrophomonas-maltophilia/full.csv
1076
+ ++ wc -l
1077
+ + data_size=13
1078
+ + logger 'Data for Stenotrophomonas maltophilia has 13 rows'
1079
+ + local 'message=Data for Stenotrophomonas maltophilia has 13 rows'
1080
+ ++ date
1081
+ + local '_date=Wed 26 Mar 22:17:36 GMT 2025'
1082
+ + local 'prefix=Wed 26 Mar 22:17:36 GMT 2025'
1083
+ + echo 'Wed 26 Mar 22:17:36 GMT 2025 :: Data for Stenotrophomonas maltophilia has 13 rows'
1084
+ Wed 26 Mar 22:17:36 GMT 2025 :: Data for Stenotrophomonas maltophilia has 13 rows
1085
+ + '[' 13 -gt 1000 ']'
1086
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Stenotrophomonas-maltophilia
1087
+ + for species in "${unique_organisms[@]}"
1088
+ + species_safe=Streptococcus-pneumoniae
1089
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Streptococcus-pneumoniae
1090
+ + logger 'Processing Streptococcus pneumoniae...'
1091
+ + local 'message=Processing Streptococcus pneumoniae...'
1092
+ ++ date
1093
+ + local '_date=Wed 26 Mar 22:17:36 GMT 2025'
1094
+ + local 'prefix=Wed 26 Mar 22:17:36 GMT 2025'
1095
+ + echo 'Wed 26 Mar 22:17:36 GMT 2025 :: Processing Streptococcus pneumoniae...'
1096
+ Wed 26 Mar 22:17:36 GMT 2025 :: Processing Streptococcus pneumoniae...
1097
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Streptococcus-pneumoniae
1098
+ + filter_table species 'Streptococcus pneumoniae'
1099
+ + local col=species
1100
+ + local 'val=Streptococcus pneumoniae'
1101
+ + local sep=,
1102
+ + local op===
1103
+ + awk -F, -v field=species -v 'val=Streptococcus pneumoniae' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1104
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Streptococcus-pneumoniae/full.csv
1105
+ ++ wc -l
1106
+ + data_size=1254
1107
+ + logger 'Data for Streptococcus pneumoniae has 1254 rows'
1108
+ + local 'message=Data for Streptococcus pneumoniae has 1254 rows'
1109
+ ++ date
1110
+ + local '_date=Wed 26 Mar 22:17:36 GMT 2025'
1111
+ + local 'prefix=Wed 26 Mar 22:17:36 GMT 2025'
1112
+ + echo 'Wed 26 Mar 22:17:36 GMT 2025 :: Data for Streptococcus pneumoniae has 1254 rows'
1113
+ Wed 26 Mar 22:17:36 GMT 2025 :: Data for Streptococcus pneumoniae has 1254 rows
1114
+ + '[' 1254 -gt 1000 ']'
1115
+ + printf 'Streptococcus pneumoniae\t1254\n'
1116
+ + schemist split /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Streptococcus-pneumoniae/full.csv --type scaffold --train 0.7 --test 0.15 --seed 0 --output /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Streptococcus-pneumoniae/scaffold-split.csv
1117
+ 🚀 Splitting table with the following parameters:
1118
+ subcommand: split
1119
+ output: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Streptococcus-pneumoniae/scaffold-split.csv' mode='w' encoding='UTF-8'>
1120
+ format: None
1121
+ input: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Streptococcus-pneumoniae/full.csv' mode='r' encoding='UTF-8'>
1122
+ representation: SMILES
1123
+ column: smiles
1124
+ prefix: None
1125
+ type: scaffold
1126
+ train: 0.7
1127
+ test: 0.15
1128
+ seed: 0
1129
+ func: <function _split at 0x7fd9911b6170>
1130
+
1131
+
1132
+ Split counts:
1133
+ train: 878
1134
+ test: 189
1135
+ validation: 187
1136
+ ⏰ Completed process in 0:00:00.924644
1137
+ + for split in "train" "test" "validation"
1138
+ + filter_table is_train True
1139
+ + local col=is_train
1140
+ + local val=True
1141
+ + local sep=,
1142
+ + local op===
1143
+ + awk -F, -v field=is_train -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1144
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Streptococcus-pneumoniae/scaffold-split-train.csv
1145
+ + for split in "train" "test" "validation"
1146
+ + filter_table is_test True
1147
+ + local col=is_test
1148
+ + local val=True
1149
+ + local sep=,
1150
+ + local op===
1151
+ + awk -F, -v field=is_test -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1152
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Streptococcus-pneumoniae/scaffold-split-test.csv
1153
+ + for split in "train" "test" "validation"
1154
+ + filter_table is_validation True
1155
+ + local col=is_validation
1156
+ + local val=True
1157
+ + local sep=,
1158
+ + local op===
1159
+ + awk -F, -v field=is_validation -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1160
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Streptococcus-pneumoniae/scaffold-split-validation.csv
1161
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Streptococcus-pneumoniae/scaffold-split.csv
1162
+ + rm /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Streptococcus-pneumoniae/full.csv
1163
+ + for species in "${unique_organisms[@]}"
1164
+ + species_safe=Vibrio-cholerae
1165
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Vibrio-cholerae
1166
+ + logger 'Processing Vibrio cholerae...'
1167
+ + local 'message=Processing Vibrio cholerae...'
1168
+ ++ date
1169
+ + local '_date=Wed 26 Mar 22:17:38 GMT 2025'
1170
+ + local 'prefix=Wed 26 Mar 22:17:38 GMT 2025'
1171
+ + echo 'Wed 26 Mar 22:17:38 GMT 2025 :: Processing Vibrio cholerae...'
1172
+ Wed 26 Mar 22:17:38 GMT 2025 :: Processing Vibrio cholerae...
1173
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Vibrio-cholerae
1174
+ + filter_table species 'Vibrio cholerae'
1175
+ + local col=species
1176
+ + local 'val=Vibrio cholerae'
1177
+ + local sep=,
1178
+ + local op===
1179
+ + awk -F, -v field=species -v 'val=Vibrio cholerae' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1180
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Vibrio-cholerae/full.csv
1181
+ ++ wc -l
1182
+ + data_size=9
1183
+ + logger 'Data for Vibrio cholerae has 9 rows'
1184
+ + local 'message=Data for Vibrio cholerae has 9 rows'
1185
+ ++ date
1186
+ + local '_date=Wed 26 Mar 22:17:39 GMT 2025'
1187
+ + local 'prefix=Wed 26 Mar 22:17:39 GMT 2025'
1188
+ + echo 'Wed 26 Mar 22:17:39 GMT 2025 :: Data for Vibrio cholerae has 9 rows'
1189
+ Wed 26 Mar 22:17:39 GMT 2025 :: Data for Vibrio cholerae has 9 rows
1190
+ + '[' 9 -gt 1000 ']'
1191
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Vibrio-cholerae
1192
+ + for species in "${unique_organisms[@]}"
1193
+ + species_safe=Yersinia-enterocolitica
1194
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-enterocolitica
1195
+ + logger 'Processing Yersinia enterocolitica...'
1196
+ + local 'message=Processing Yersinia enterocolitica...'
1197
+ ++ date
1198
+ + local '_date=Wed 26 Mar 22:17:39 GMT 2025'
1199
+ + local 'prefix=Wed 26 Mar 22:17:39 GMT 2025'
1200
+ + echo 'Wed 26 Mar 22:17:39 GMT 2025 :: Processing Yersinia enterocolitica...'
1201
+ Wed 26 Mar 22:17:39 GMT 2025 :: Processing Yersinia enterocolitica...
1202
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-enterocolitica
1203
+ + filter_table species 'Yersinia enterocolitica'
1204
+ + local col=species
1205
+ + local 'val=Yersinia enterocolitica'
1206
+ + local sep=,
1207
+ + local op===
1208
+ + awk -F, -v field=species -v 'val=Yersinia enterocolitica' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1209
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-enterocolitica/full.csv
1210
+ ++ wc -l
1211
+ + data_size=1405
1212
+ + logger 'Data for Yersinia enterocolitica has 1405 rows'
1213
+ + local 'message=Data for Yersinia enterocolitica has 1405 rows'
1214
+ ++ date
1215
+ + local '_date=Wed 26 Mar 22:17:39 GMT 2025'
1216
+ + local 'prefix=Wed 26 Mar 22:17:39 GMT 2025'
1217
+ + echo 'Wed 26 Mar 22:17:39 GMT 2025 :: Data for Yersinia enterocolitica has 1405 rows'
1218
+ Wed 26 Mar 22:17:39 GMT 2025 :: Data for Yersinia enterocolitica has 1405 rows
1219
+ + '[' 1405 -gt 1000 ']'
1220
+ + printf 'Yersinia enterocolitica\t1405\n'
1221
+ + schemist split /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-enterocolitica/full.csv --type scaffold --train 0.7 --test 0.15 --seed 0 --output /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-enterocolitica/scaffold-split.csv
1222
+ 🚀 Splitting table with the following parameters:
1223
+ subcommand: split
1224
+ output: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-enterocolitica/scaffold-split.csv' mode='w' encoding='UTF-8'>
1225
+ format: None
1226
+ input: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-enterocolitica/full.csv' mode='r' encoding='UTF-8'>
1227
+ representation: SMILES
1228
+ column: smiles
1229
+ prefix: None
1230
+ type: scaffold
1231
+ train: 0.7
1232
+ test: 0.15
1233
+ seed: 0
1234
+ func: <function _split at 0x7f4cf51be170>
1235
+
1236
+
1237
+ Split counts:
1238
+ train: 984
1239
+ test: 211
1240
+ validation: 210
1241
+ ⏰ Completed process in 0:00:00.917110
1242
+ + for split in "train" "test" "validation"
1243
+ + filter_table is_train True
1244
+ + local col=is_train
1245
+ + local val=True
1246
+ + local sep=,
1247
+ + local op===
1248
+ + awk -F, -v field=is_train -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1249
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-enterocolitica/scaffold-split-train.csv
1250
+ + for split in "train" "test" "validation"
1251
+ + filter_table is_test True
1252
+ + local col=is_test
1253
+ + local val=True
1254
+ + local sep=,
1255
+ + local op===
1256
+ + awk -F, -v field=is_test -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1257
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-enterocolitica/scaffold-split-test.csv
1258
+ + for split in "train" "test" "validation"
1259
+ + filter_table is_validation True
1260
+ + local col=is_validation
1261
+ + local val=True
1262
+ + local sep=,
1263
+ + local op===
1264
+ + awk -F, -v field=is_validation -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1265
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-enterocolitica/scaffold-split-validation.csv
1266
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-enterocolitica/scaffold-split.csv
1267
+ + rm /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-enterocolitica/full.csv
1268
+ + for species in "${unique_organisms[@]}"
1269
+ + species_safe=Yersinia-pestis
1270
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pestis
1271
+ + logger 'Processing Yersinia pestis...'
1272
+ + local 'message=Processing Yersinia pestis...'
1273
+ ++ date
1274
+ + local '_date=Wed 26 Mar 22:17:41 GMT 2025'
1275
+ + local 'prefix=Wed 26 Mar 22:17:41 GMT 2025'
1276
+ + echo 'Wed 26 Mar 22:17:41 GMT 2025 :: Processing Yersinia pestis...'
1277
+ Wed 26 Mar 22:17:41 GMT 2025 :: Processing Yersinia pestis...
1278
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pestis
1279
+ + filter_table species 'Yersinia pestis'
1280
+ + local col=species
1281
+ + local 'val=Yersinia pestis'
1282
+ + local sep=,
1283
+ + local op===
1284
+ + awk -F, -v field=species -v 'val=Yersinia pestis' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1285
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pestis/full.csv
1286
+ ++ wc -l
1287
+ + data_size=10002
1288
+ + logger 'Data for Yersinia pestis has 10002 rows'
1289
+ + local 'message=Data for Yersinia pestis has 10002 rows'
1290
+ ++ date
1291
+ + local '_date=Wed 26 Mar 22:17:42 GMT 2025'
1292
+ + local 'prefix=Wed 26 Mar 22:17:42 GMT 2025'
1293
+ + echo 'Wed 26 Mar 22:17:42 GMT 2025 :: Data for Yersinia pestis has 10002 rows'
1294
+ Wed 26 Mar 22:17:42 GMT 2025 :: Data for Yersinia pestis has 10002 rows
1295
+ + '[' 10002 -gt 1000 ']'
1296
+ + printf 'Yersinia pestis\t10002\n'
1297
+ + schemist split /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pestis/full.csv --type scaffold --train 0.7 --test 0.15 --seed 0 --output /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pestis/scaffold-split.csv
1298
+ 🚀 Splitting table with the following parameters:
1299
+ subcommand: split
1300
+ output: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pestis/scaffold-split.csv' mode='w' encoding='UTF-8'>
1301
+ format: None
1302
+ input: <_io.TextIOWrapper name='/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pestis/full.csv' mode='r' encoding='UTF-8'>
1303
+ representation: SMILES
1304
+ column: smiles
1305
+ prefix: None
1306
+ type: scaffold
1307
+ train: 0.7
1308
+ test: 0.15
1309
+ seed: 0
1310
+ func: <function _split at 0x7f7a32dde290>
1311
+
1312
+
1313
+ Split counts:
1314
+ train: 7002
1315
+ test: 1501
1316
+ validation: 1499
1317
+ ⏰ Completed process in 0:00:05.914599
1318
+ + for split in "train" "test" "validation"
1319
+ + filter_table is_train True
1320
+ + local col=is_train
1321
+ + local val=True
1322
+ + local sep=,
1323
+ + local op===
1324
+ + awk -F, -v field=is_train -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1325
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pestis/scaffold-split-train.csv
1326
+ + for split in "train" "test" "validation"
1327
+ + filter_table is_test True
1328
+ + local col=is_test
1329
+ + local val=True
1330
+ + local sep=,
1331
+ + local op===
1332
+ + awk -F, -v field=is_test -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1333
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pestis/scaffold-split-test.csv
1334
+ + for split in "train" "test" "validation"
1335
+ + filter_table is_validation True
1336
+ + local col=is_validation
1337
+ + local val=True
1338
+ + local sep=,
1339
+ + local op===
1340
+ + awk -F, -v field=is_validation -v val=True 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1341
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pestis/scaffold-split-validation.csv
1342
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pestis/scaffold-split.csv
1343
+ + rm /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pestis/full.csv
1344
+ + for species in "${unique_organisms[@]}"
1345
+ + species_safe=Yersinia-pseudotuberculosis
1346
+ + output_data_dir=/nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pseudotuberculosis
1347
+ + logger 'Processing Yersinia pseudotuberculosis...'
1348
+ + local 'message=Processing Yersinia pseudotuberculosis...'
1349
+ ++ date
1350
+ + local '_date=Wed 26 Mar 22:17:49 GMT 2025'
1351
+ + local 'prefix=Wed 26 Mar 22:17:49 GMT 2025'
1352
+ + echo 'Wed 26 Mar 22:17:49 GMT 2025 :: Processing Yersinia pseudotuberculosis...'
1353
+ Wed 26 Mar 22:17:49 GMT 2025 :: Processing Yersinia pseudotuberculosis...
1354
+ + mkdir -p /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pseudotuberculosis
1355
+ + filter_table species 'Yersinia pseudotuberculosis'
1356
+ + local col=species
1357
+ + local 'val=Yersinia pseudotuberculosis'
1358
+ + local sep=,
1359
+ + local op===
1360
+ + awk -F, -v field=species -v 'val=Yersinia pseudotuberculosis' 'NR == 1 { for (i = 1; i <= NF; i++) { if ($i==field) { col=i } }; print $0 } ((NR > 1) && ($col == val)) { print $0 }'
1361
+ ++ tail -n+2 /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pseudotuberculosis/full.csv
1362
+ ++ wc -l
1363
+ + data_size=16
1364
+ + logger 'Data for Yersinia pseudotuberculosis has 16 rows'
1365
+ + local 'message=Data for Yersinia pseudotuberculosis has 16 rows'
1366
+ ++ date
1367
+ + local '_date=Wed 26 Mar 22:17:50 GMT 2025'
1368
+ + local 'prefix=Wed 26 Mar 22:17:50 GMT 2025'
1369
+ + echo 'Wed 26 Mar 22:17:50 GMT 2025 :: Data for Yersinia pseudotuberculosis has 16 rows'
1370
+ Wed 26 Mar 22:17:50 GMT 2025 :: Data for Yersinia pseudotuberculosis has 16 rows
1371
+ + '[' 16 -gt 1000 ']'
1372
+ + rm -r /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/Yersinia-pseudotuberculosis
1373
+ + gzip --best -f /nemo/lab/johnsone/home/users/johnsoe/data/datasets/spark/species-wt/spark-accumulation-wt.csv
1374
+ + set +x
1375
+ Wed 26 Mar 22:17:51 GMT 2025 :: Done!