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oeigner
LINK - Forschungsprojekt Repo
Commits
58cefc48
Commit
58cefc48
authored
Dec 15, 2021
by
Fabian Kovac
Browse files
added LINK areas to data preparation pipeline
parent
9581b5ff
Changes
2
Hide whitespace changes
Inline
Side-by-side
FHSTP/01_data_preparation/areas.json
0 → 100644
View file @
58cefc48
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[
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[
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[
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],
[
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],
[
15.863317705971589
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47.796863822094934
],
[
15.85306378557097
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47.707192886595216
],
[
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],
[
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47.72110083102293
],
[
15.577577789539138
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],
[
15.444891026114576
,
47.63809533400666
],
[
15.435413506059572
,
47.54837256427149
],
[
15.30292470890604
,
47.554897122435925
],
[
15.293717125680498
,
47.465156123336804
],
[
15.161426438221492
,
47.4715072249389
],
[
15.02910664722406
,
47.47769786291032
],
[
14.896758484276454
,
47.483727981124815
]],
"ooe"
:
[[
13.445263903176222
,
47.62934054562003
],
[
13.439266596024055
,
47.5394503539102
],
[
13.30663546780797
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],
[
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[
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],
[
12.908632531488882
,
47.55488359150849
],
[
12.77593086008591
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],
[
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47.64826713690485
],
[
12.785639982050066
,
47.73819108829366
],
[
12.652459399353502
,
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],
[
12.657113448356043
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],
[
12.661788380826469
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47.921347239796205
],
[
12.52812507482065
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],
[
12.532585701280631
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48.014430144303894
],
[
12.537066422290438
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],
[
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[
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[
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[
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],
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],
[
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],
[
13.101007626445575
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],
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[
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[
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[
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],
[
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[
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[
13.668295193252757
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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],
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[
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[
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],
[
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,
47.71922630525896
],
[
13.445263903176222
,
47.62934054562003
]],
"vbg"
:
[[
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,
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],
[
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,
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],
[
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],
[
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,
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],
[
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,
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],
[
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,
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],
[
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],
[
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],
[
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],
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],
[
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],
[
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],
[
10.117747980798494
,
46.78337243462127
]],
"vie"
:
[[
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,
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],
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,
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],
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],
[
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],
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],
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],
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],
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],
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],
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],
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,
48.424416647276416
],
[
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,
48.41710295895457
],
[
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,
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],
[
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,
48.401984717664085
],
[
16.474927748516134
,
48.39418030891614
],
[
16.60946674545099
,
48.386212473414744
],
[
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,
48.29665539642131
],
[
16.585989265172437
,
48.20709300994884
],
[
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,
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],
[
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,
48.02795213236086
],
[
16.429121939478723
,
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],
[
16.41779844123618
,
47.94626059610686
],
[
16.406525475875586
,
47.85666059457704
]]}
\ No newline at end of file
FHSTP/01_data_preparation/prep.py
View file @
58cefc48
...
...
@@ -2,12 +2,13 @@
# Title: Data Preparation for LINK Configs and Transmissions
# Author: Fabian Kovac <ds191008@fhstp.ac.at>
# Team: University of Applied Sciences St. Pölten
# Version: 3.
2
# Last changed: 2021-1
1
-1
1
# Version: 3.
3
# Last changed: 2021-1
2
-1
5
#
import
sys
import
gzip
import
json
import
pathlib
import
argparse
import
datetime
...
...
@@ -15,6 +16,8 @@ import datetime
import
numpy
as
np
import
pandas
as
pd
from
shapely.geometry
import
Point
,
Polygon
def
parse_arguments
()
->
argparse
.
Namespace
:
"""Parses provided commandline arguments for LINK
...
...
@@ -68,6 +71,28 @@ def _log(msg: str) -> None:
print
(
msg
)
def
load_areas
(
file
:
pathlib
.
Path
=
'areas.json'
)
->
dict
:
"""Load json file with areas and corresponding polygons
Parameters:
file (pathlib.Path): Path to areas json file
Returns:
areas_poly (dict): Dict containing areas and corresponding polygons
"""
# area dictionary
areas_poly
=
{}
# load areas geojson file
with
open
(
file
)
as
f
:
for
area
,
points
in
json
.
load
(
f
).
items
():
transformed
=
Polygon
([
tuple
(
p
)
for
p
in
points
])
areas_poly
.
update
({
area
:
transformed
})
return
areas_poly
def
load_inca_file
(
file_inca
:
pathlib
.
Path
)
->
np
.
array
:
"""Loads gzipped INCA data of a given file
...
...
@@ -188,6 +213,28 @@ def get_distance(lon_a: np.array, lat_a: np.array, alt_a: np.array, lon_b: np.ar
return
distance
def
get_link_area
(
lon
:
float
,
lat
:
float
)
->
str
:
"""Get geographical area depending on the start of the link
Parameters:
lon (float): Float containing wgs 84 longitudes
lat (float): Float containing wgs 84 latitudes
Returns:
area (str): Geographical area the link belongs to
"""
# define point with start-coordinates of link
point
=
Point
(
lon
,
lat
)
# get area depending on point
for
area
,
poly
in
areas_poly
.
items
():
if
point
.
within
(
poly
):
return
area
return
'ukn'
def
wgs84_to_lambert
(
lon
:
np
.
array
,
lat
:
np
.
array
)
->
tuple
:
"""Convert UTM coordinates to an Austrian Lambert Conic Conformal Projection (lcc)
EPSG code: 31287, see https://epsg.io/31287
...
...
@@ -451,6 +498,10 @@ def prep() -> None:
_log
(
'Calculated distances between sites using a WGS84 ellipsoid'
)
# calculate geographical area of link
df_config
[
'AREA'
]
=
df_config
.
apply
(
lambda
row
:
get_link_area
(
row
[
'LONGITUDE_A'
],
row
[
'LATITUDE_A'
]),
axis
=
1
)
# convert CAPACITYINTERFACE to int
df_config
[
'CAPACITYINTERFACE'
]
=
df_config
[
'CAPACITYINTERFACE'
].
map
(
lambda
x
:
str
(
x
)[:
-
5
]).
astype
(
'int'
)
_log
(
'Converted CAPACITYINTERFACE to int'
)
...
...
@@ -585,6 +636,7 @@ def prep() -> None:
'ANT_HEIGHT_ALTITUDE_B'
:
'AltEnd'
,
'LENGTH'
:
'PathLength'
,
'FREQUENCY'
:
'Frequency'
,
'AREA'
:
'Area'
}
# check if RXFREQUENCY and TXFREQUENCY exists (only present after 2021-05)
...
...
@@ -659,6 +711,9 @@ if __name__ == '__main__':
_log
(
'Invalid path for inca directory!'
)
start_prep
=
False
# load areas json file
areas_poly
=
load_areas
(
pathlib
.
Path
(
'areas.json'
))
# start prep if flag is True, otherwise exit with code 2
if
start_prep
:
prep
()
...
...
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