Mercurial > repos > ecology > xarray_select

annotate xarray_tool.py @ 3:bf595d613af4 draft

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"planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
author ecology
date Thu, 20 Jan 2022 17:07:19 +0000
parents 123a9a629bef
children
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3
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
1 # xarray tool for:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
2 # - getting metadata information
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
3 # - select data and save results in csv file for further post-processing
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
4
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
5 import argparse
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
6 import csv
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
7 import os
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
8 import warnings
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
9
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
10 import geopandas as gdp
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
11
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
12 import pandas as pd
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
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13
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
14 from shapely.geometry import Point
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
15 from shapely.ops import nearest_points
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
16
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
17 import xarray as xr
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
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18
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
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19
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
20 class XarrayTool ():
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
21 def __init__(self, infile, outfile_info="", outfile_summary="",
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
22 select="", outfile="", outputdir="", latname="",
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
23 latvalN="", latvalS="", lonname="", lonvalE="",
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
24 lonvalW="", filter_list="", coords="", time="",
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
25 verbose=False, no_missing=False, coords_info=None,
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
26 tolerance=None):
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
27 self.infile = infile
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
28 self.outfile_info = outfile_info
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
29 self.outfile_summary = outfile_summary
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
30 self.select = select
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
31 self.outfile = outfile
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
32 self.outputdir = outputdir
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
33 self.latname = latname
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
34 if tolerance != "" and tolerance is not None:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
35 self.tolerance = float(tolerance)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
36 else:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
37 self.tolerance = -1
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
38 if latvalN != "" and latvalN is not None:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
39 self.latvalN = float(latvalN)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
40 else:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
41 self.latvalN = ""
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
42 if latvalS != "" and latvalS is not None:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
43 self.latvalS = float(latvalS)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
44 else:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
45 self.latvalS = ""
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
46 self.lonname = lonname
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
47 if lonvalE != "" and lonvalE is not None:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
48 self.lonvalE = float(lonvalE)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
49 else:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
50 self.lonvalE = ""
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
51 if lonvalW != "" and lonvalW is not None:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
52 self.lonvalW = float(lonvalW)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
53 else:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
54 self.lonvalW = ""
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
55 self.filter = filter_list
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
56 self.time = time
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
57 self.coords = coords
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
58 self.verbose = verbose
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
59 self.no_missing = no_missing
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
60 # initialization
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
61 self.dset = None
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
62 self.gset = None
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
63 self.coords_info = coords_info
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
64 if self.verbose:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
65 print("infile: ", self.infile)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
66 print("outfile_info: ", self.outfile_info)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
67 print("outfile_summary: ", self.outfile_summary)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
68 print("outfile: ", self.outfile)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
69 print("select: ", self.select)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
70 print("outfile: ", self.outfile)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
71 print("outputdir: ", self.outputdir)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
72 print("latname: ", self.latname)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
73 print("latvalN: ", self.latvalN)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
74 print("latvalS: ", self.latvalS)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
75 print("lonname: ", self.lonname)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
76 print("lonvalE: ", self.lonvalE)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
77 print("lonvalW: ", self.lonvalW)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
78 print("filter: ", self.filter)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
79 print("time: ", self.time)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
80 print("coords: ", self.coords)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
81 print("coords_info: ", self.coords_info)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
82
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
83 def info(self):
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
84 f = open(self.outfile_info, 'w')
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ecology
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diff changeset
85 ds = xr.open_dataset(self.infile)
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ecology
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diff changeset
86 ds.info(f)
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ecology
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diff changeset
87 f.close()
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ecology
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88
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ecology
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diff changeset
89 def summary(self):
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
90 f = open(self.outfile_summary, 'w')
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ecology
parents: 2
diff changeset
91 ds = xr.open_dataset(self.infile)
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ecology
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diff changeset
92 writer = csv.writer(f, delimiter='\t')
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ecology
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93 header = ['VariableName', 'NumberOfDimensions']
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ecology
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94 for idx, val in enumerate(ds.dims.items()):
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ecology
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diff changeset
95 header.append('Dim' + str(idx) + 'Name')
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ecology
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96 header.append('Dim' + str(idx) + 'Size')
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ecology
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97 writer.writerow(header)
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ecology
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98 for name, da in ds.data_vars.items():
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ecology
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99 line = [name]
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ecology
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100 line.append(len(ds[name].shape))
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ecology
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101 for d, s in zip(da.shape, da.sizes):
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102 line.append(s)
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ecology
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103 line.append(d)
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ecology
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104 writer.writerow(line)
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ecology
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diff changeset
105 for name, da in ds.coords.items():
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ecology
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106 line = [name]
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ecology
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107 line.append(len(ds[name].shape))
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ecology
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108 for d, s in zip(da.shape, da.sizes):
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ecology
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109 line.append(s)
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ecology
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110 line.append(d)
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ecology
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111 writer.writerow(line)
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ecology
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112 f.close()
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113
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114 def rowfilter(self, single_filter):
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ecology
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diff changeset
115 split_filter = single_filter.split('#')
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ecology
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diff changeset
116 filter_varname = split_filter[0]
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ecology
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diff changeset
117 op = split_filter[1]
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ecology
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diff changeset
118 ll = float(split_filter[2])
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ecology
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diff changeset
119 if (op == 'bi'):
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ecology
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120 rl = float(split_filter[3])
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ecology
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121 if filter_varname == self.select:
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ecology
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diff changeset
122 # filter on values of the selected variable
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ecology
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123 if op == 'bi':
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ecology
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diff changeset
124 self.dset = self.dset.where(
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ecology
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125 (self.dset <= rl) & (self.dset >= ll)
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diff changeset
126 )
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ecology
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127 elif op == 'le':
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ecology
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diff changeset
128 self.dset = self.dset.where(self.dset <= ll)
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129 elif op == 'ge':
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ecology
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130 self.dset = self.dset.where(self.dset >= ll)
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131 elif op == 'e':
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ecology
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132 self.dset = self.dset.where(self.dset == ll)
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133 else: # filter on other dimensions of the selected variable
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ecology
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134 if op == 'bi':
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ecology
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diff changeset
135 self.dset = self.dset.sel({filter_varname: slice(ll, rl)})
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diff changeset
136 elif op == 'le':
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ecology
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diff changeset
137 self.dset = self.dset.sel({filter_varname: slice(None, ll)})
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ecology
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138 elif op == 'ge':
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ecology
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diff changeset
139 self.dset = self.dset.sel({filter_varname: slice(ll, None)})
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140 elif op == 'e':
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ecology
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diff changeset
141 self.dset = self.dset.sel({filter_varname: ll},
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ecology
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diff changeset
142 method='nearest')
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143
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diff changeset
144 def selection(self):
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ecology
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145 if self.dset is None:
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ecology
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diff changeset
146 self.ds = xr.open_dataset(self.infile)
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ecology
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diff changeset
147 self.dset = self.ds[self.select] # select variable
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148 if self.time:
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ecology
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diff changeset
149 self.datetime_selection()
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150 if self.filter:
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ecology
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diff changeset
151 self.filter_selection()
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152
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diff changeset
153 self.area_selection()
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154 if self.gset.count() > 1:
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ecology
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diff changeset
155 # convert to dataframe if several rows and cols
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ecology
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diff changeset
156 self.gset = self.gset.to_dataframe().dropna(how='all'). \
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ecology
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diff changeset
157 reset_index()
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ecology
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diff changeset
158 self.gset.to_csv(self.outfile, header=True, sep='\t')
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159 else:
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ecology
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diff changeset
160 data = {
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ecology
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diff changeset
161 self.latname: [self.gset[self.latname].values],
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ecology
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diff changeset
162 self.lonname: [self.gset[self.lonname].values],
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ecology
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diff changeset
163 self.select: [self.gset.values]
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ecology
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diff changeset
164 }
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165
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ecology
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diff changeset
166 df = pd.DataFrame(data, columns=[self.latname, self.lonname,
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ecology
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diff changeset
167 self.select])
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ecology
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diff changeset
168 df.to_csv(self.outfile, header=True, sep='\t')
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ecology
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diff changeset
169
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ecology
parents: 2
diff changeset
170 def datetime_selection(self):
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
171 split_filter = self.time.split('#')
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
172 time_varname = split_filter[0]
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
173 op = split_filter[1]
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
174 ll = split_filter[2]
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
175 if (op == 'sl'):
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
176 rl = split_filter[3]
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
177 self.dset = self.dset.sel({time_varname: slice(ll, rl)})
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
178 elif (op == 'to'):
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
179 self.dset = self.dset.sel({time_varname: slice(None, ll)})
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
180 elif (op == 'from'):
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
181 self.dset = self.dset.sel({time_varname: slice(ll, None)})
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
182 elif (op == 'is'):
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
183 self.dset = self.dset.sel({time_varname: ll}, method='nearest')
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
184
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
185 def filter_selection(self):
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
186 for single_filter in self.filter:
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ecology
parents: 2
diff changeset
187 self.rowfilter(single_filter)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
188
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
189 def area_selection(self):
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
190
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
191 if self.latvalS != "" and self.lonvalW != "":
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
192 # Select geographical area
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ecology
parents: 2
diff changeset
193 self.gset = self.dset.sel({self.latname:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
194 slice(self.latvalS, self.latvalN),
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ecology
parents: 2
diff changeset
195 self.lonname:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
196 slice(self.lonvalW, self.lonvalE)})
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
197 elif self.latvalN != "" and self.lonvalE != "":
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
198 # select nearest location
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
199 if self.no_missing:
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ecology
parents: 2
diff changeset
200 self.nearest_latvalN = self.latvalN
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
201 self.nearest_lonvalE = self.lonvalE
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
202 else:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
203 # find nearest location without NaN values
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
204 self.nearest_location()
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
205 if self.tolerance > 0:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
206 self.gset = self.dset.sel({self.latname: self.nearest_latvalN,
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
207 self.lonname: self.nearest_lonvalE},
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
208 method='nearest',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
209 tolerance=self.tolerance)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
210 else:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
211 self.gset = self.dset.sel({self.latname: self.nearest_latvalN,
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
212 self.lonname: self.nearest_lonvalE},
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
213 method='nearest')
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
214 else:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
215 self.gset = self.dset
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ecology
parents: 2
diff changeset
216
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
217 def nearest_location(self):
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ecology
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diff changeset
218 # Build a geopandas dataframe with all first elements in each dimension
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
219 # so we assume null values correspond to a mask that is the same for
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
220 # all dimensions in the dataset.
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
221 dsel_frame = self.dset
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
222 for dim in self.dset.dims:
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ecology
parents: 2
diff changeset
223 if dim != self.latname and dim != self.lonname:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
224 dsel_frame = dsel_frame.isel({dim: 0})
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
225 # transform to pandas dataframe
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
226 dff = dsel_frame.to_dataframe().dropna().reset_index()
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
227 # transform to geopandas to collocate
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
228 gdf = gdp.GeoDataFrame(dff,
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
229 geometry=gdp.points_from_xy(dff[self.lonname],
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
230 dff[self.latname]))
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
231 # Find nearest location where values are not null
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
232 point = Point(self.lonvalE, self.latvalN)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
233 multipoint = gdf.geometry.unary_union
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
234 queried_geom, nearest_geom = nearest_points(point, multipoint)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
235 self.nearest_latvalN = nearest_geom.y
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
236 self.nearest_lonvalE = nearest_geom.x
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
237
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
238 def selection_from_coords(self):
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
239 fcoords = pd.read_csv(self.coords, sep='\t')
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
240 for row in fcoords.itertuples():
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
241 self.latvalN = row[0]
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
242 self.lonvalE = row[1]
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
243 self.outfile = (os.path.join(self.outputdir,
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
244 self.select + '_' +
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
245 str(row.Index) + '.tabular'))
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
246 self.selection()
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
247
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
248 def get_coords_info(self):
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
249 ds = xr.open_dataset(self.infile)
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
250 for c in ds.coords:
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
251 filename = os.path.join(self.coords_info,
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
252 c.strip() +
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
253 '.tabular')
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
254 pd = ds.coords[c].to_pandas()
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
255 pd.index = range(len(pd))
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
256 pd.to_csv(filename, header=False, sep='\t')
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
257
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
258
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
259 if __name__ == '__main__':
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
260 warnings.filterwarnings("ignore")
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
261 parser = argparse.ArgumentParser()
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
262
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
263 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
264 'infile',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
265 help='netCDF input filename'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
266 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
267 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
268 '--info',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
269 help='Output filename where metadata information is stored'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
270 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
271 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
272 '--summary',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
273 help='Output filename where data summary information is stored'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
274 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
275 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
276 '--select',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
277 help='Variable name to select'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
278 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
279 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
280 '--latname',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
281 help='Latitude name'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
282 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
283 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
284 '--latvalN',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
285 help='North latitude value'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
286 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
287 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
288 '--latvalS',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
289 help='South latitude value'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
290 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
291 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
292 '--lonname',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
293 help='Longitude name'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
294 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
295 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
296 '--lonvalE',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
297 help='East longitude value'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
298 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
299 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
300 '--lonvalW',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
301 help='West longitude value'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
302 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
303 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
304 '--tolerance',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
305 help='Maximum distance between original and selected value for '
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
306 ' inexact matches e.g. abs(index[indexer] - target) <= tolerance'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
307 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
308 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
309 '--coords',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
310 help='Input file containing Latitude and Longitude'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
311 'for geographical selection'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
312 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
313 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
314 '--coords_info',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
315 help='output-folder where for each coordinate, coordinate values '
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
316 ' are being printed in the corresponding outputfile'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
317 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
318 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
319 '--filter',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
320 nargs="*",
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
321 help='Filter list variable#operator#value_s#value_e'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
322 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
323 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
324 '--time',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
325 help='select timeseries variable#operator#value_s[#value_e]'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
326 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
327 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
328 '--outfile',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
329 help='csv outfile for storing results of the selection'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
330 '(valid only when --select)'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
331 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
332 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
333 '--outputdir',
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
334 help='folder name for storing results with multiple selections'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
335 '(valid only when --select)'
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
336 )
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
parents: 2
diff changeset
337 parser.add_argument(
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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diff changeset
338 "-v", "--verbose",
bf595d613af4 "planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/data_manipulation/xarray/ commit 2166974df82f97557b082a9e55135098e61640c4"
ecology
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339 help="switch on verbose mode",
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340 action="store_true"
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341 )
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342 parser.add_argument(
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343 "--no_missing",
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344 help="""Do not take into account possible null/missing values
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345 (only valid for single location)""",
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346 action="store_true"
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347 )
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348 args = parser.parse_args()
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349
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350 p = XarrayTool(args.infile, args.info, args.summary, args.select,
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351 args.outfile, args.outputdir, args.latname,
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352 args.latvalN, args.latvalS, args.lonname,
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353 args.lonvalE, args.lonvalW, args.filter,
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354 args.coords, args.time, args.verbose,
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355 args.no_missing, args.coords_info, args.tolerance)
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356 if args.info:
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357 p.info()
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358 if args.summary:
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359 p.summary()
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360 if args.coords:
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361 p.selection_from_coords()
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362 elif args.select:
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363 p.selection()
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364 elif args.coords_info:
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365 p.get_coords_info()