Mercurial > repos > bgruening > plotly_parallel_coordinates_plot

annotate paracords_plot.py @ 2:9958188c6195 draft default tip

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"planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
author bgruening
date Mon, 04 Nov 2019 12:20:51 -0500
parents 7b21a9b5922f
children
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7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
bgruening
parents:
diff changeset
1 import sys
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
bgruening
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2 import argparse
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
bgruening
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3 import plotly
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
bgruening
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4 import plotly.graph_objs as go
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
bgruening
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5 import pandas as pd
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9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
bgruening
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6 import re
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7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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7
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9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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8
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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9 def main(infile, col_dimensions, categorized, col_color,
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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10 dimension_mode='by_index'):
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7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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11 """
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
bgruening
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12 Produce an interactive paracords plotting html
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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13 Args:
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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14 infile: str, tabular file
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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15 col_dimensions: str, comma separated index numbers. For example: "3,4,5"
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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16 col_color: str, index number
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9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
bgruening
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17 dimension_mode: str, one ['by_index', 'by_name']
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7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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18 """
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
bgruening
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19 df = pd.read_csv(infile, sep='\t', parse_dates=True)
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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21 dimensions = []
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9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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23 if dimension_mode not in ['by_index', 'by_name']:
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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24 raise ValueError("Select dimensions `{}` is not supported!"\
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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25 .format(dimension_mode))
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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26 if dimension_mode == 'by_index':
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
bgruening
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27 col_dimensions = [int(x)-1 for x in col_dimensions.split(',')]
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
bgruening
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28 col_dimensions = df.columns[col_dimensions]
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
bgruening
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29 else:
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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30 if '*' not in col_dimensions:
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
bgruening
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31 col_dimensions = [header.strip() for header in col_dimensions.split(',')]
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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32 else:
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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33 pattern = col_dimensions.strip()
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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34 col_dimensions = [header for header in df.columns
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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35 if re.search(pattern, header)]
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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36
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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37 for col_name in col_dimensions:
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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38 values = df[col_name]
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7b21a9b5922f planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 7ba5d8f0e920dccbc82588e4f4a7b9039dc3ea36
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39 if categorized == 'boolfalse' and all(type(e) is int for e in values ):
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7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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40 dimensions.append(
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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41 dict( values = values,
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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42 tickformat = ",.2r",
2
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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43 label = col_name)
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7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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44 )
1
7b21a9b5922f planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 7ba5d8f0e920dccbc82588e4f4a7b9039dc3ea36
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45 elif categorized == 'boolfalse' and all(type(e) is float for e in values ):
0
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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46 dimensions.append(
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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47 dict( values = values,
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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48 tickformat = "g",
2
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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49 label = col_name)
0
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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50 )
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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51 else:
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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52 unique_values = list(set(values))
1
7b21a9b5922f planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 7ba5d8f0e920dccbc82588e4f4a7b9039dc3ea36
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53 unique_values.sort()
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9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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54 # cast to str, fix object indexing
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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55 unique_values = [repr(e) for e in unique_values]
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7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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56 dimensions.append(
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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57 dict( range = [0, len(unique_values)-1],
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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58 tickvals = list(range(len(unique_values))),
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9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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59 ticktext = unique_values,
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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60 values = list(map(lambda e: unique_values.index(repr(e)), values )),
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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61 label = col_name)
0
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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62 )
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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63
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64 col_color = int(col_color) - 1
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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65 colors = df[df.columns[col_color]]
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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66 if all(type(e) is int for e in colors ):
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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67 tickformat = ",.2r"
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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68 elif all(type(e) is float for e in colors ):
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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69 tickformat = "g"
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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70 else:
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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71 sys.exit("Error: the column for coloring must contain all numerical values!")
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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72
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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73 dimensions.append(
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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74 dict(
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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75 values = colors,
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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76 tickformat = tickformat,
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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77 label = df.columns[col_color]
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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78 )
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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79 )
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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80
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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81 line = dict(
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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82 color = colors,
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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83 colorscale = 'Jet',
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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84 showscale = True,
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85 reversescale = True
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86 )
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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87
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88 data = [
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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89 go.Parcoords(
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90 line = line,
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91 dimensions = dimensions
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92 )
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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93 ]
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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94
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95 plotly.offline.plot(data, filename = "output.html", auto_open=False)
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96
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97 if __name__ == "__main__":
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98 aparser = argparse.ArgumentParser()
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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99 aparser.add_argument( "-i", "--input", dest="infile", required=True)
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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100 aparser.add_argument( "-d", "--col_dimensions", dest="col_dimensions")
1
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101 aparser.add_argument( "-t", "--categorized_datatype", dest="categorized")
0
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102 aparser.add_argument( "-c", "--col_color", dest="col_color")
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103 aparser.add_argument( "-m", "--dimension_mode", dest="dimension_mode")
0
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104 args = aparser.parse_args()
7b2455348edf planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit 93fcfe0fa6a64246d13e0fb7e35a357985b02465
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105
2
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106 main(args.infile, args.col_dimensions, args.categorized, args.col_color,
9958188c6195 "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/plotly_parallel_coordinates_plot commit b26c6ec671ec63cce1f86c70e928673ed2c82f82"
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107 args.dimension_mode)