Mercurial > repos > bgruening > sklearn_build_pipeline
annotate label_encoder.py @ 29:4c4ec859c31a draft default tip
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 57a0433defa3cbc37ab34fbb0ebcfaeb680db8d5
| author | bgruening | 
|---|---|
| date | Sun, 05 Nov 2023 15:54:36 +0000 | 
| parents | 118e230e85ce | 
| children | 
| rev | line source | 
|---|---|
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21
 
0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
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1 import argparse | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
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2 import json | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
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3 import warnings | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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4 | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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5 import numpy as np | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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6 import pandas as pd | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
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7 from sklearn.preprocessing import LabelEncoder | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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8 | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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9 | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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10 def main(inputs, infile, outfile): | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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11 """ | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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12 Parameter | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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13 --------- | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
diff
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14 input : str | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
diff
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15 File path to galaxy tool parameter | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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16 | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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17 infile : str | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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18 File paths of input vector | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
diff
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19 | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
diff
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20 outfile : str | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
diff
changeset
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21 File path to output vector | 
| 
 
0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
diff
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22 | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
diff
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23 """ | 
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25
 
118e230e85ce
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 9981e25b00de29ed881b2229a173a8c812ded9bb
 
bgruening 
parents: 
21 
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24 warnings.simplefilter("ignore") | 
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21
 
0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
diff
changeset
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25 | 
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25
 
118e230e85ce
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 9981e25b00de29ed881b2229a173a8c812ded9bb
 
bgruening 
parents: 
21 
diff
changeset
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26 with open(inputs, "r") as param_handler: | 
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21
 
0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
diff
changeset
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27 params = json.load(param_handler) | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
diff
changeset
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28 | 
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25
 
118e230e85ce
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 9981e25b00de29ed881b2229a173a8c812ded9bb
 
bgruening 
parents: 
21 
diff
changeset
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29 input_header = params["header0"] | 
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118e230e85ce
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 9981e25b00de29ed881b2229a173a8c812ded9bb
 
bgruening 
parents: 
21 
diff
changeset
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30 header = "infer" if input_header else None | 
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21
 
0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
diff
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31 | 
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25
 
118e230e85ce
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 9981e25b00de29ed881b2229a173a8c812ded9bb
 
bgruening 
parents: 
21 
diff
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32 input_vector = pd.read_csv(infile, sep="\t", header=header) | 
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21
 
0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
diff
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33 | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
diff
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34 le = LabelEncoder() | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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35 | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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36 output_vector = le.fit_transform(input_vector) | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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37 | 
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25
 
118e230e85ce
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 9981e25b00de29ed881b2229a173a8c812ded9bb
 
bgruening 
parents: 
21 
diff
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38 np.savetxt(outfile, output_vector, fmt="%d", delimiter="\t") | 
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21
 
0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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39 | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
diff
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40 | 
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25
 
118e230e85ce
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 9981e25b00de29ed881b2229a173a8c812ded9bb
 
bgruening 
parents: 
21 
diff
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41 if __name__ == "__main__": | 
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21
 
0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
diff
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42 aparser = argparse.ArgumentParser() | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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43 aparser.add_argument("-i", "--inputs", dest="inputs", required=True) | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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44 aparser.add_argument("-y", "--infile", dest="infile") | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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45 aparser.add_argument("-o", "--outfile", dest="outfile") | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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46 args = aparser.parse_args() | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
parents:  
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47 | 
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0c74d3164ac8
"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit ea12f973df4b97a2691d9e4ce6bf6fae59d57717"
 
bgruening 
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48 main(args.inputs, args.infile, args.outfile) | 
