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Maria Voigt
manuscript_code
Commits
3241c2fd
Commit
3241c2fd
authored
7 years ago
by
Maria Voigt
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cleaning up the making of maps for draft
parent
82cacc1f
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src/resource_use/preparing_grid_resource_use.py
+66
-27
66 additions, 27 deletions
src/resource_use/preparing_grid_resource_use.py
with
66 additions
and
27 deletions
src/resource_use/preparing_grid_resource_use.py
+
66
−
27
View file @
3241c2fd
...
@@ -73,12 +73,6 @@ os.system("gdalwarp \
...
@@ -73,12 +73,6 @@ os.system("gdalwarp \
"""
"""
absence_path
=
"
/homes/mv39zilo/work/Borneo/data/response/cleaned_data/absence_shape/absence_shape_expanded_22_08_17_repro_res.tif
"
absence
=
mp
.
tiff
.
read_tif
(
absence_path
,
1
)
grid_layer_path
=
"
/homes/mv39zilo/work/Borneo/data/future/grid_repro_res.tif
"
grid_layer_path
=
"
/homes/mv39zilo/work/Borneo/data/future/grid_repro_res.tif
"
grid
=
mp
.
tiff
.
read_tif
(
grid_layer_path
,
1
)
grid
=
mp
.
tiff
.
read_tif
(
grid_layer_path
,
1
)
...
@@ -128,8 +122,11 @@ dem = mp.tiff.read_tif(dem_path, 1)
...
@@ -128,8 +122,11 @@ dem = mp.tiff.read_tif(dem_path, 1)
# we can save some computing time by only considering
# we can save some computing time by only considering
# the grid and not everything, because abundance will only be
# the grid and not everything, because abundance will only be
# in rid
# in rid
# 1 plantations
grid
=
np
.
where
((
plantations
==
1
)
&
grid
=
np
.
where
((
plantations
==
1
)
&
(
grid
==
1
),
1
,
grid
)
(
grid
==
1
),
1
,
grid
)
# 2 deforestation
grid
=
np
.
where
((
plantations
==
0
)
&
grid
=
np
.
where
((
plantations
==
0
)
&
(
gaveau_deforested
==
1
)
&
(
gaveau_deforested
==
1
)
&
(
grid
==
1
),
2
,
grid
)
(
grid
==
1
),
2
,
grid
)
...
@@ -202,56 +199,98 @@ mp.tiff.write_tif(file_with_srid = grid_layer_path,
...
@@ -202,56 +199,98 @@ mp.tiff.write_tif(file_with_srid = grid_layer_path,
# 7 - plantations before 2000 - 3
# 7 - plantations before 2000 - 3
# 8 - other - 3
# 8 - other - 3
grid_map
=
np
.
where
((
grid
<=
2
)
&
(
grid
>
0
),
1
,
0
)
grid_map
=
np
.
where
((
grid
<=
3
)
&
grid_map
=
np
.
where
((
grid
<=
3
)
&
(
grid
>
2
),
2
,
grid_map
)
(
grid
>
0
),
1
,
0
)
grid_map
=
np
.
where
((
grid
<=
6
)
&
grid_map
=
np
.
where
((
grid
<=
5
)
&
(
grid
>
3
),
3
,
grid_map
)
(
grid
>
3
),
2
,
grid_map
)
grid_map
=
np
.
where
((
grid
<=
8
)
&
grid_map
=
np
.
where
(((
grid
<=
8
)
&
(
grid
>
6
),
4
,
grid_map
)
(
grid
>
6
)),
3
,
grid_map
)
# need to clip this with the area in which we have orangutans in 1999
# need to clip this with the area in which we have orangutans in 1999 + and populations
year
=
1999
year
=
1999
abundance_path
=
"
/homes/mv39zilo/work/Borneo/analysis/model_prep_and_running/results/abundMod/testing_ae_and_absence/pipeline_results/ppln_ae75m_50-2017-02-28T18-00-52/prediction_map_
"
+
str
(
year
)
+
"
_2017-02-28_repro_res.tif
"
abundance_path
=
"
/homes/mv39zilo/work/Borneo/analysis/model_prep_and_running/results/abundMod/testing_ae_and_absence/pipeline_results/ppln_ae75m_50-2017-02-28T18-00-52/prediction_map_
"
+
str
(
year
)
+
"
_2017-02-28_repro_res.tif
"
abundance
=
mp
.
tiff
.
read_tif
(
abundance_path
,
1
)
abundance
=
mp
.
tiff
.
read_tif
(
abundance_path
,
1
)
populations
=
mp
.
tiff
.
read_tif
(
"
/homes/mv39zilo/work/Borneo/data/populations_phva/meta_kalsarsab_20002015_diss_no_reintro_repro_res.tif
"
,
1
)
# decision to include all areas where populations
grid_map
=
np
.
where
((
#(abundance > 0.00001) &
(
populations
!=
0
)),
grid_map
,
0
)
#grid_map = np.where(abundance > 0.000001, grid_map, 0)
np
.
unique
(
grid_map
)
np
.
unique
(
grid_map
)
mp
.
tiff
.
write_tif
(
file_with_srid
=
grid_layer_path
,
mp
.
tiff
.
write_tif
(
file_with_srid
=
grid_layer_path
,
full_output_name
=
"
/homes/mv39zilo/work/Borneo/data/resource_use/resource_use_grid_map.tif
"
,
full_output_name
=
"
/homes/mv39zilo/work/Borneo/data/resource_use/resource_use_grid_map
_for_draft
.tif
"
,
data
=
grid_map
,
data
=
grid_map
,
dtype
=
0
)
dtype
=
0
)
# alternative
# grid map with five categories
# 0 - absence - 0
# 1 - plantation - 1
# 2 - deforestation - 1
# 3 - logging - 2
# 4 - primary forest < 750m - 3
# 5 - primary forest > 750 - 3
# 6 - regrowth - 3
# 7 - plantations before 2000 - 4
# 8 - other - 4
grid_map_2
=
np
.
where
((
grid
<=
2
)
&
(
grid
>
0
),
1
,
0
)
grid_map_2
=
np
.
where
((
grid
==
3
),
2
,
grid_map_2
)
grid_map_2
=
np
.
where
((
grid
<=
6
)
&
(
grid
>
3
),
3
,
grid_map_2
)
grid_map_2
=
np
.
where
((
grid
<=
8
)
&
(
grid
>
6
),
4
,
grid_map_2
)
grid_map_2
=
np
.
where
((
#(abundance > 0.00001) &
(
populations
!=
0
)),
grid_map_2
,
0
)
np
.
unique
(
grid_map_2
)
mp
.
tiff
.
write_tif
(
file_with_srid
=
grid_layer_path
,
full_output_name
=
"
/homes/mv39zilo/work/Borneo/data/resource_use/resource_use_grid_map_for_draft_logging_extra.tif
"
,
data
=
grid_map_2
,
dtype
=
0
)
# ignite talk map
# ignite talk map
pop_path
=
"
/homes/mv39zilo/work/Borneo/data/populations_phva/meta_kalsarsab_20002015_diss_repro_res.tif
"
pop_path
=
"
/homes/mv39zilo/work/Borneo/data/populations_phva/meta_kalsarsab_20002015_diss_repro_res.tif
"
pop
=
mp
.
tiff
.
read_tif
(
pop_path
,
1
)
pop
=
mp
.
tiff
.
read_tif
(
pop_path
,
1
)
grid_map
=
np
.
where
((
grid
<=
3
)
&
grid_map
_ignite
=
np
.
where
((
grid
<=
3
)
&
(
grid
>
0
),
1
,
0
)
(
grid
>
0
),
1
,
0
)
grid_map
=
np
.
where
((
grid
<=
5
)
&
grid_map_ignite
=
np
.
where
((
grid
<=
5
)
&
(
grid
>
3
),
2
,
grid_map
)
(
grid
>
3
),
2
,
grid_map_ignite
)
grid_map
=
np
.
where
((
grid
<=
8
)
&
grid_map_ignite
=
np
.
where
((
grid
<=
8
)
&
(
grid
>
6
),
3
,
grid_map
)
(
grid
>
6
),
3
,
grid_map_ignite
)
# need to clip this with the area in which we have orangutans in 1999
# need to clip this with the area in which we have orangutans in 1999
year
=
1999
year
=
1999
abundance_path
=
"
/homes/mv39zilo/work/Borneo/analysis/model_prep_and_running/results/abundMod/testing_ae_and_absence/pipeline_results/ppln_ae75m_50-2017-02-28T18-00-52/prediction_map_
"
+
str
(
year
)
+
"
_2017-02-28_repro_res.tif
"
abundance_path
=
"
/homes/mv39zilo/work/Borneo/analysis/model_prep_and_running/results/abundMod/testing_ae_and_absence/pipeline_results/ppln_ae75m_50-2017-02-28T18-00-52/prediction_map_
"
+
str
(
year
)
+
"
_2017-02-28_repro_res.tif
"
abundance
=
mp
.
tiff
.
read_tif
(
abundance_path
,
1
)
abundance
=
mp
.
tiff
.
read_tif
(
abundance_path
,
1
)
grid_map
=
np
.
where
(
pop
>
0
,
grid_map
,
0
)
grid_map
_ignite
=
np
.
where
(
pop
>
0
,
grid_map
_ignite
,
0
)
grid_map
=
np
.
where
(
abundance
>
0.001
,
grid_map
,
0
)
grid_map
_ignite
=
np
.
where
(
abundance
>
0.001
,
grid_map
_ignite
,
0
)
np
.
unique
(
grid_map
)
np
.
unique
(
grid_map
_ignite
)
mp
.
tiff
.
write_tif
(
file_with_srid
=
grid_layer_path
,
mp
.
tiff
.
write_tif
(
file_with_srid
=
grid_layer_path
,
full_output_name
=
"
/homes/mv39zilo/work/Borneo/data/resource_use/resource_use_grid_map_ignite.tif
"
,
full_output_name
=
"
/homes/mv39zilo/work/Borneo/data/resource_use/resource_use_grid_map_ignite.tif
"
,
data
=
grid_map
,
data
=
grid_map
_ignite
,
dtype
=
0
)
dtype
=
0
)
"""
"""
# test
# test
...
...
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