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Vci india #168

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93a5c09
granualirty
tommylees112 Aug 7, 2020
2f42a11
update era5 land hourly
tommylees112 Aug 7, 2020
a2827ab
update export
tommylees112 Aug 7, 2020
14d35a5
export for all
tommylees112 Aug 7, 2020
7a778be
update
tommylees112 Aug 7, 2020
e5919e9
s5 export
tommylees112 Aug 7, 2020
6e7282c
HACK to ignore parallel processing in s5
tommylees112 Aug 7, 2020
d81ea43
one parallel request script
tommylees112 Aug 7, 2020
37161c0
datetime update
tommylees112 Aug 7, 2020
78c158b
datetime now year
tommylees112 Aug 7, 2020
af818ed
update s5 to work with pathos
tommylees112 Aug 7, 2020
849430b
all s5 vars
tommylees112 Aug 7, 2020
92352f3
update s5 export to break up yearly
tommylees112 Aug 7, 2020
af6261c
update export
tommylees112 Aug 7, 2020
526cf2a
show request
tommylees112 Aug 7, 2020
e4a8500
update download and process india boundaries
tommylees112 Aug 7, 2020
6283b4d
update preprocess script
tommylees112 Aug 7, 2020
63f3b1f
update exporters
tommylees112 Aug 7, 2020
4e5eeb3
update import export stcript
tommylees112 Aug 7, 2020
2b1c5aa
update regrid path
tommylees112 Aug 7, 2020
1a588f9
update regrid path
tommylees112 Aug 7, 2020
1079e5a
export srtm
tommylees112 Aug 7, 2020
5b2b03c
update export max download tiles
tommylees112 Aug 7, 2020
bc917e6
update
tommylees112 Aug 7, 2020
d95a646
add environment and export S5
tommylees112 Aug 7, 2020
7702b3d
preprocess update
tommylees112 Aug 7, 2020
bba6e9f
update preprocess
tommylees112 Aug 7, 2020
0ea0484
update preprocess
tommylees112 Aug 7, 2020
ff7b7df
update prep
tommylees112 Aug 7, 2020
274e2d0
update preprocess
tommylees112 Aug 7, 2020
17d508d
initialise preprocessor each variable
tommylees112 Aug 7, 2020
0a12d88
update scipts
tommylees112 Aug 7, 2020
0fa0435
update
tommylees112 Aug 7, 2020
3993084
update all
tommylees112 Aug 7, 2020
88f36c2
update scripts
tommylees112 Aug 10, 2020
00b0bc6
cdo srtm
tommylees112 Aug 10, 2020
7a292cb
update export
tommylees112 Aug 10, 2020
20b3402
update subprocess.call
tommylees112 Aug 10, 2020
51d5d9e
soil type era5 land
tommylees112 Aug 10, 2020
dc70de1
cdo install scripts
tommylees112 Aug 10, 2020
594c2c4
download soil type
tommylees112 Aug 10, 2020
618cadd
break up exports
tommylees112 Aug 10, 2020
7cc8666
update process script
tommylees112 Aug 10, 2020
914d4a3
out_dyn = None
tommylees112 Aug 10, 2020
511462c
update prepcocess script
tommylees112 Aug 10, 2020
af8355e
update
tommylees112 Aug 10, 2020
c918a48
update preprocess
tommylees112 Aug 10, 2020
ed86dc4
regrid path
tommylees112 Aug 10, 2020
8be82b8
black preprocess
tommylees112 Aug 11, 2020
dbadd61
update preprocess
tommylees112 Aug 11, 2020
daf1c8a
update s5
tommylees112 Aug 11, 2020
7717945
preprocess s5
tommylees112 Aug 11, 2020
13d4049
add cdo remapping to base
tommylees112 Aug 11, 2020
b1528c1
export landcover
tommylees112 Aug 11, 2020
0218cd9
update aws
tommylees112 Aug 11, 2020
583cd42
Merge branch 'master' of https://github.com/esowc/ml_drought into vci…
tommylees112 Aug 11, 2020
66395a5
update ignore
tommylees112 Aug 11, 2020
5b6f03a
update environments
tommylees112 Aug 11, 2020
72b8dc2
flake8
tommylees112 Aug 11, 2020
eb8b8ce
update readmen
tommylees112 Aug 11, 2020
ff7b2ed
fix breaking changes (xarray.auto_combine)
tommylees112 Aug 11, 2020
1da1afc
update scripts
tommylees112 Aug 11, 2020
cfd694b
combine='nested'
tommylees112 Aug 11, 2020
1938a71
blakc .
tommylees112 Aug 11, 2020
a8f5f6e
mypy
tommylees112 Aug 11, 2020
eb27486
update analysis script
tommylees112 Aug 18, 2020
c31e1c3
update scripts for running experiment with static data
tommylees112 Aug 18, 2020
e926ed0
ignore forecast vars
tommylees112 Aug 18, 2020
24e3292
import List
tommylees112 Aug 18, 2020
7fd2464
print modal process in static era5
tommylees112 Aug 18, 2020
32baace
Merge branch 'master' of https://github.com/esowc/ml_drought into vci…
tommylees112 Aug 18, 2020
cc92d07
preprocess era5 (w/ohe soil type)
tommylees112 Aug 18, 2020
e843f8d
update models
tommylees112 Aug 18, 2020
0edb1cf
process static
tommylees112 Aug 18, 2020
bb5cf66
print instead of wraning
tommylees112 Aug 18, 2020
a126526
change behaviour to overwrite output file
tommylees112 Aug 18, 2020
5f5fecb
Merge branch 'master' of https://github.com/esowc/ml_drought into vci…
tommylees112 Aug 18, 2020
1d16ebb
notes about static embeddings
tommylees112 Aug 18, 2020
091eebe
add nowcast script
tommylees112 Aug 18, 2020
fa61b65
update scripts
tommylees112 Aug 18, 2020
98ecd3e
import from engineer script
tommylees112 Aug 18, 2020
00fbead
auto_combine -> combine by coords
tommylees112 Aug 18, 2020
9fe6f6d
update analysisi
tommylees112 Aug 18, 2020
de4cdf3
Merge branch 'master' of https://github.com/esowc/ml_drought into vci…
tommylees112 Aug 18, 2020
5da99cf
update
tommylees112 Aug 18, 2020
edb4552
black .
tommylees112 Aug 18, 2020
b355c52
add data dir
tommylees112 Aug 18, 2020
0547bf2
update analysis to include mean calculations
tommylees112 Sep 3, 2020
f9e3b90
update analysis to include mean calculations
tommylees112 Sep 3, 2020
a3ff55c
clean up errors in analysis scirpt
tommylees112 Sep 3, 2020
4a3c14b
fix datetime oject in pd dataframe
tommylees112 Sep 3, 2020
dbc99fe
create month column
tommylees112 Sep 3, 2020
17ffe7a
black .
tommylees112 Sep 3, 2020
f24be23
comment out errors
tommylees112 Sep 3, 2020
bea36fd
update analysis
tommylees112 Sep 3, 2020
e5a1a04
update analysis
tommylees112 Sep 3, 2020
66defa6
update analysis
tommylees112 Sep 3, 2020
880208e
add temporal error metrics (from xarray object)
tommylees112 Sep 3, 2020
5160f0e
add temporal error metrics (from xarray object)
tommylees112 Sep 3, 2020
810dfc8
add temporal error metrics (from xarray object)
tommylees112 Sep 3, 2020
184f9a9
fix naming of analysis objects
tommylees112 Sep 3, 2020
f17f95b
update notebooks
tommylees112 Sep 10, 2020
7aa3cfd
Merge branch 'vci_india' of https://github.com/esowc/ml_drought into …
tommylees112 Sep 10, 2020
99f8187
nowcast engineer
tommylees112 Sep 10, 2020
e1918bd
test models with nowcast
tommylees112 Sep 10, 2020
83ece6b
update get all vars
tommylees112 Sep 10, 2020
41cd755
update ignore vasr
tommylees112 Sep 10, 2020
1001a6b
update models for nowcast expt
tommylees112 Sep 10, 2020
1aaad13
exclude yearly aggs
tommylees112 Sep 10, 2020
5955307
update script (old change)
tommylees112 Sep 10, 2020
2e5bbf3
models script to work with nowcast expt
tommylees112 Sep 10, 2020
81589c6
black scripts
tommylees112 Sep 10, 2020
53f7d95
add extract_json_results_dict function
tommylees112 Sep 10, 2020
d583e75
add verbose option to printing
tommylees112 Sep 10, 2020
e5510a0
test spatial mask training
tommylees112 Sep 10, 2020
6e4394d
update spatial mask
tommylees112 Sep 10, 2020
8d4ba18
mask mask BOOLEAN!
tommylees112 Sep 10, 2020
14aac7a
extract json dict updated
tommylees112 Sep 10, 2020
a2e9dd3
update
tommylees112 Sep 10, 2020
a311704
update analysis to Optional
tommylees112 Sep 10, 2020
d86f9d1
explicitly add in data_dir call to extract_json_results
tommylees112 Sep 10, 2020
ebec3c4
ignore vars and include static!
tommylees112 Sep 10, 2020
bd7f1d0
fix function call
tommylees112 Sep 10, 2020
73dd9e1
only include the names of states that have RUN
tommylees112 Sep 10, 2020
f917a1b
create matching shapes in analysis script
tommylees112 Sep 10, 2020
bb2c2a0
rename the final saved dictionary in local train script
tommylees112 Sep 10, 2020
25c8b1e
RUN LOCAL TRAINING FOR ALL REGIONS
tommylees112 Sep 10, 2020
bbda1f5
add datetime
tommylees112 Sep 10, 2020
64f94e1
50 epochs
tommylees112 Sep 10, 2020
640bd32
load and save pickle
tommylees112 Sep 11, 2020
2813f37
black
tommylees112 Sep 11, 2020
8c8ee2c
catch np.nan errors (no data)
tommylees112 Sep 11, 2020
68c52e5
analysis functions in script 23
tommylees112 Sep 11, 2020
f2170c6
update
tommylees112 Sep 11, 2020
d2bba89
tmux -> tqdm
tommylees112 Sep 11, 2020
258e8b3
mask missing vals and documentation
tommylees112 Sep 11, 2020
24393e6
imports
tommylees112 Sep 11, 2020
07fae28
normalizer script init
tommylees112 Sep 11, 2020
735a1a6
mean pixel rmse
tommylees112 Oct 12, 2020
b4ce43a
update evaluation metric to include mean pixel rmse per time
tommylees112 Oct 12, 2020
6df1720
update aws help
tommylees112 Oct 12, 2020
e890300
update nbs
tommylees112 Oct 12, 2020
d98d0f8
Merge branch 'vci_india' of https://github.com/esowc/ml_drought into …
tommylees112 Oct 13, 2020
2630a7b
create mantle modis exporter (from s3 bucket)
tommylees112 Oct 13, 2020
b50516d
update export script
tommylees112 Oct 13, 2020
107d9bd
update exporter
tommylees112 Oct 13, 2020
6d08999
fix the savepath
tommylees112 Oct 13, 2020
c74346d
tif to nc on export
tommylees112 Oct 13, 2020
bf88502
catch errors
tommylees112 Oct 13, 2020
a08df56
catch already converted
tommylees112 Oct 13, 2020
ccd14eb
update the preprocessor
tommylees112 Oct 13, 2020
9ff936d
black etc.
tommylees112 Oct 13, 2020
adf4f07
use cdo and esmpy
tommylees112 Oct 13, 2020
c3d5ab2
regird path
tommylees112 Oct 13, 2020
9e70d3d
up
tommylees112 Oct 13, 2020
1d22c1f
remove gdal
tommylees112 Oct 13, 2020
f5b2ad1
fix regrid
tommylees112 Oct 13, 2020
1440779
blck
tommylees112 Oct 13, 2020
303263a
update all
tommylees112 Oct 13, 2020
48736d9
update script
tommylees112 Oct 13, 2020
630e8ca
update all
tommylees112 Oct 13, 2020
4717233
update
tommylees112 Oct 13, 2020
bea1c33
update
tommylees112 Oct 13, 2020
e0d38d4
comments
tommylees112 Oct 14, 2020
a808249
test assign time
tommylees112 Oct 14, 2020
4c08ca3
update the assign timestamp
tommylees112 Oct 14, 2020
9f004bb
update all
tommylees112 Oct 14, 2020
51ddc8d
only run for 2001
tommylees112 Oct 14, 2020
81c8bb9
update preprocessing steps
tommylees112 Oct 14, 2020
afa0138
TODO: dask in regridding
tommylees112 Oct 15, 2020
783142e
warning added to mantle_modis
tommylees112 Oct 15, 2020
4a5c13c
run engineer for modis_vci
tommylees112 Nov 9, 2020
0af29d9
make modis_vci the target_variable
tommylees112 Nov 9, 2020
9970ad0
run the lstm one month forecast for modis_vci
tommylees112 Nov 9, 2020
427e339
engineer increase no. input months
tommylees112 Nov 9, 2020
2ac32bd
increase early stopping to 10
tommylees112 Nov 9, 2020
37544ba
export india boundaries
tommylees112 Nov 9, 2020
f962721
make sure latittude are matching dimensions
tommylees112 Nov 9, 2020
0e487e2
add backup location for idnia shapefiles
tommylees112 Nov 9, 2020
eac6d47
add temporal r2 score functon
tommylees112 Nov 9, 2020
b405775
add tempora r2
tommylees112 Nov 9, 2020
b119ce2
add temporal r2 function
tommylees112 Nov 9, 2020
e6ec556
default include_yearly_aggs = False
tommylees112 Nov 10, 2020
2c77c5e
update models to work with modis vci data (BOKU VCI
tommylees112 Nov 10, 2020
d96d8d5
Merge branch 'vci_india' of https://github.com/esowc/ml_drought into …
tommylees112 Nov 10, 2020
cfce442
update notebooks
tommylees112 Jan 27, 2021
f112fa0
stop the import globallly
tommylees112 Feb 9, 2021
48da306
update mantle preprocess steps
tommylees112 Feb 9, 2021
034f28f
black
tommylees112 Feb 9, 2021
6e22c37
fix bug
tommylees112 Feb 9, 2021
68f1b38
update
tommylees112 Feb 9, 2021
334345e
fix region_str
tommylees112 Feb 9, 2021
882cbb2
region_str
tommylees112 Feb 9, 2021
92245ac
fix
tommylees112 Feb 9, 2021
5cd0ad0
fix pro belemn
tommylees112 Feb 9, 2021
bcb50fb
rasterio import
tommylees112 Feb 9, 2021
682b147
mypy fix
tommylees112 Feb 9, 2021
4267c4d
black
tommylees112 Feb 9, 2021
af60067
update default args
tommylees112 Feb 9, 2021
5273074
retry the export
tommylees112 Feb 9, 2021
f54588b
fix rasterio write to tiff
tommylees112 Feb 9, 2021
5334876
longer filepath
tommylees112 Feb 9, 2021
5212941
remove pop
tommylees112 Feb 9, 2021
920d3ac
nc file update
tommylees112 Feb 9, 2021
88f78c7
fix the writing of the ml
tommylees112 Feb 9, 2021
2932ead
fix paths
tommylees112 Feb 9, 2021
be8f74d
fix nesting
tommylees112 Feb 9, 2021
e92c931
update windows
tommylees112 Feb 9, 2021
e671066
update
tommylees112 Feb 9, 2021
2fa5a33
comment
tommylees112 Feb 9, 2021
7c51051
try something else
tommylees112 Feb 9, 2021
469eca1
update
tommylees112 Feb 9, 2021
1477fd4
fuckkkkkkkk
tommylees112 Feb 9, 2021
01ef929
update
tommylees112 Feb 9, 2021
5ea898b
fix
tommylees112 Feb 9, 2021
470af20
black
tommylees112 Feb 9, 2021
b45d43b
update preprocess
tommylees112 Feb 10, 2021
df3e66f
name
tommylees112 Feb 10, 2021
550f849
update process
tommylees112 Feb 10, 2021
0e3af74
fix error
tommylees112 Feb 10, 2021
de1938b
nbs
tommylees112 Feb 21, 2021
5829f94
export mantle modis
tommylees112 Jul 23, 2021
912b9ef
update scripts
tommylees112 Jul 23, 2021
99be622
update
tommylees112 Jul 23, 2021
8f72818
update modis export
tommylees112 Jul 23, 2021
13acce4
update
tommylees112 Jul 23, 2021
40f6fa6
update
tommylees112 Jul 23, 2021
5683cb8
update modis export
tommylees112 Jul 23, 2021
7824bcb
update data_path
tommylees112 Jul 23, 2021
8ececf3
remove
tommylees112 Jul 23, 2021
26317a7
update
tommylees112 Jul 23, 2021
1b9e62d
update
tommylees112 Jul 25, 2021
248eebf
update export
tommylees112 Aug 31, 2021
752a398
update preprocessing
tommylees112 Aug 31, 2021
14b34fa
update preprocess
tommylees112 Aug 31, 2021
46dbf4c
update preprocess
tommylees112 Aug 31, 2021
3a9150d
update
tommylees112 Aug 31, 2021
44373b6
update
tommylees112 Aug 31, 2021
b03ddde
ready
tommylees112 Aug 31, 2021
6323b46
update
tommylees112 Aug 31, 2021
3991804
update
tommylees112 Aug 31, 2021
384daee
update preprocess
tommylees112 Aug 31, 2021
b076edf
update export
tommylees112 Aug 31, 2021
38de218
update preprocess
tommylees112 Aug 31, 2021
9c15468
update regridding script
tommylees112 Aug 31, 2021
9fc1116
export kenya ndvi
tommylees112 Aug 31, 2021
3734c71
export
tommylees112 Aug 31, 2021
2e450d9
preprocess
tommylees112 Nov 2, 2021
d5929e5
update for preprocessing
tommylees112 Nov 2, 2021
d96bd2e
add updates
tommylees112 Nov 2, 2021
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1 change: 1 addition & 0 deletions .gitignore
Original file line number Diff line number Diff line change
Expand Up @@ -4,6 +4,7 @@ __pycache__

# testing
.pytest_cache/
pytest.ini_

# mypy
.mypy_cache/
Expand Down
139 changes: 139 additions & 0 deletions environments/environment_esmpy.yml
Original file line number Diff line number Diff line change
@@ -0,0 +1,139 @@
name: esmpy
channels:
- pytorch
- conda-forge
- defaults
dependencies:
- _libgcc_mutex=0.1=conda_forge
- _openmp_mutex=4.5=0_gnu
- attrs=19.3.0=py_0
- backcall=0.2.0=py_0
- blas=1.0=openblas
- bokeh=2.1.1=py38_0
- bzip2=1.0.8=h516909a_2
- ca-certificates=2020.6.20=hecda079_0
- certifi=2020.6.20=py38h32f6830_0
- cffi=1.14.1=py38he30daa8_0
- cfgrib=0.9.8.4=py_0
- click=7.1.2=py_0
- cloudpickle=1.5.0=py_0
- cudatoolkit=10.1.243=h6bb024c_0
- curl=7.71.1=he644dc0_3
- cycler=0.10.0=py38_0
- cytoolz=0.10.1=py38h7b6447c_0
- dask=2.20.0=py_0
- dask-core=2.20.0=py_0
- dbus=1.13.16=hb2f20db_0
- decorator=4.4.2=py_0
- distributed=2.20.0=py38_0
- eccodes=2.14.1=hec26673_0
- esmf=7.1.0=hcda5390_1008
- esmpy=7.1.0=py38h5ca1d4c_3
- expat=2.2.9=he6710b0_2
- fontconfig=2.13.0=h9420a91_0
- freetype=2.10.2=h5ab3b9f_0
- fsspec=0.7.4=py_0
- glib=2.65.0=h3eb4bd4_0
- gst-plugins-base=1.14.0=hbbd80ab_1
- gstreamer=1.14.0=hb31296c_0
- hdf4=4.2.13=hf30be14_1003
- hdf5=1.10.5=nompi_h3c11f04_1104
- heapdict=1.0.1=py_0
- icu=58.2=he6710b0_3
- intel-openmp=2020.1=217
- ipython=7.16.1=py38h5ca1d4c_0
- ipython_genutils=0.2.0=py38_0
- jasper=1.900.1=h07fcdf6_1006
- jedi=0.17.1=py38_0
- jinja2=2.11.2=py_0
- joblib=0.16.0=py_0
- jpeg=9d=h516909a_0
- kiwisolver=1.2.0=py38hfd86e86_0
- krb5=1.17.1=hfafb76e_1
- lcms2=2.11=h396b838_0
- ld_impl_linux-64=2.34=hc38a660_9
- libaec=1.0.4=he1b5a44_1
- libblas=3.8.0=17_openblas
- libcblas=3.8.0=17_openblas
- libcurl=7.71.1=hcdd3856_3
- libedit=3.1.20191231=h46ee950_1
- libffi=3.3=he6710b0_2
- libgcc-ng=9.2.0=h24d8f2e_2
- libgfortran-ng=7.5.0=hdf63c60_10
- libgomp=9.2.0=h24d8f2e_2
- liblapack=3.8.0=17_openblas
- libnetcdf=4.6.2=h303dfb8_1003
- libopenblas=0.3.10=pthreads_hb3c22a3_4
- libpng=1.6.37=hbc83047_0
- libssh2=1.9.0=hab1572f_4
- libstdcxx-ng=9.2.0=hdf63c60_2
- libtiff=4.1.0=h2733197_1
- libuuid=1.0.3=h1bed415_2
- libxcb=1.14=h7b6447c_0
- libxml2=2.9.10=he19cac6_1
- locket=0.2.0=py38_1
- lz4-c=1.9.2=he6710b0_1
- markupsafe=1.1.1=py38h7b6447c_0
- matplotlib=3.2.2=0
- matplotlib-base=3.2.2=py38hef1b27d_0
- mkl=2020.1=217
- mpi=1.0=mpich
- mpich=3.3.2=hc856adb_0
- msgpack-python=1.0.0=py38hfd86e86_1
- ncurses=6.2=he1b5a44_1
- netcdf-fortran=4.4.5=h0789656_1004
- ninja=1.9.0=py38hfd86e86_0
- numpy=1.19.1=py38h8854b6b_0
- olefile=0.46=py_0
- openssl=1.1.1g=h516909a_1
- packaging=20.4=py_0
- pandas=1.0.5=py38h0573a6f_0
- parso=0.7.0=py_0
- partd=1.1.0=py_0
- pcre=8.44=he6710b0_0
- pexpect=4.8.0=py38_0
- pickleshare=0.7.5=py38_1000
- pillow=7.2.0=py38hb39fc2d_0
- pip=20.1.1=py38_1
- prompt-toolkit=3.0.5=py_0
- psutil=5.7.0=py38h7b6447c_0
- ptyprocess=0.6.0=py38_0
- pycparser=2.20=pyh9f0ad1d_2
- pygments=2.6.1=py_0
- pyparsing=2.4.7=py_0
- pyqt=5.9.2=py38h05f1152_4
- python=3.8.3=hcff3b4d_2
- python-dateutil=2.8.1=py_0
- python_abi=3.8=1_cp38
- pytorch=1.4.0=py3.8_cuda10.1.243_cudnn7.6.3_0
- pytz=2020.1=py_0
- pyyaml=5.3.1=py38h7b6447c_1
- qt=5.9.7=h5867ecd_1
- readline=8.0=he28a2e2_2
- scikit-learn=0.23.1=py38h7ea95a0_0
- scipy=1.5.0=py38habc2bb6_0
- setuptools=49.2.0=py38h32f6830_0
- sip=4.19.13=py38he6710b0_0
- six=1.15.0=py_0
- sortedcontainers=2.2.2=py_0
- sqlite=3.32.3=hcee41ef_1
- tblib=1.6.0=py_0
- threadpoolctl=2.1.0=pyh5ca1d4c_0
- tk=8.6.10=hed695b0_0
- toolz=0.10.0=py_0
- tornado=6.0.4=py38h7b6447c_1
- traitlets=4.3.3=py38_0
- typing_extensions=3.7.4.2=py_0
- wcwidth=0.2.5=py_0
- wheel=0.34.2=py_1
- xarray=0.16.0=py_0
- xesmf=0.3.0=py_0
- xz=5.2.5=h516909a_1
- yaml=0.2.5=h7b6447c_0
- zict=2.0.0=py_0
- zlib=1.2.11=h516909a_1006
- zstd=1.4.5=h9ceee32_0
- pip:
- cftime==1.2.1
- netcdf4==1.5.4

236 changes: 236 additions & 0 deletions environments/environment_ml.yml
Original file line number Diff line number Diff line change
@@ -0,0 +1,236 @@
name: ml
channels:
- pytorch
- anaconda
- conda-forge
- defaults
dependencies:
- _libgcc_mutex=0.1=main
- absl-py=0.9.0=py38h32f6830_1
- affine=2.3.0=py_0
- attrs=19.3.0=py_0
- backcall=0.2.0=py_0
- blas=1.0=mkl
- bokeh=2.1.1=py38_0
- boost-cpp=1.72.0=h8e57a91_0
- brotlipy=0.7.0=py38h1e0a361_1000
- bzip2=1.0.8=h516909a_2
- c-ares=1.15.0=h516909a_1001
- ca-certificates=2020.6.24=0
- cairo=1.16.0=hcf35c78_1003
- cdsapi=0.2.7=py_0
- certifi=2020.6.20=py38_0
- cffi=1.14.1=py38h5bae8af_0
- cfitsio=3.470=hce51eda_6
- chardet=3.0.4=py38h32f6830_1006
- click-plugins=1.1.1=py_0
- cligj=0.5.0=py_0
- cloudpickle=1.5.0=py_0
- cryptography=3.0=py38h766eaa4_0
- cudatoolkit=10.2.89=hfd86e86_1
- curl=7.71.1=he644dc0_3
- cycler=0.10.0=py38_0
- cytoolz=0.10.1=py38h7b6447c_0
- dask=2.20.0=py_0
- dask-core=2.20.0=py_0
- dbus=1.13.16=hb2f20db_0
- decorator=4.4.2=py_0
- distributed=2.20.0=py38_0
- esmf=8.0.1=nompi_hbeb3ca6_0
- esmpy=8.0.1=nompi_py38hbd9704b_0
- expat=2.2.9=he6710b0_2
- fiona=1.8.13=py38h033e0f6_1
- fontconfig=2.13.1=h86ecdb6_1001
- freetype=2.10.2=h5ab3b9f_0
- freexl=1.0.5=h516909a_1002
- fsspec=0.7.4=py_0
- future=0.18.2=py38h32f6830_1
- gdal=3.0.4=py38h172510d_10
- geopandas=0.8.1=py_0
- geos=3.8.1=he1b5a44_0
- geotiff=1.6.0=h05acad5_0
- gettext=0.19.8.1=hc5be6a0_1002
- giflib=5.2.1=h516909a_2
- glib=2.65.0=h6f030ca_0
- gst-plugins-base=1.14.5=h0935bb2_2
- gstreamer=1.14.5=h36ae1b5_2
- h5py=2.10.0=py38hd6299e0_1
- hdf4=4.2.13=hf30be14_1003
- hdf5=1.10.6=nompi_h3c11f04_100
- heapdict=1.0.1=py_0
- icu=64.2=he1b5a44_1
- idna=2.10=pyh9f0ad1d_0
- importlib-metadata=1.7.0=py38h32f6830_0
- intel-openmp=2020.1=217
- ipython=7.16.1=py38h5ca1d4c_0
- ipython_genutils=0.2.0=py38_0
- jedi=0.17.1=py38_0
- jinja2=2.11.2=py_0
- joblib=0.15.1=py_0
- jpeg=9d=h516909a_0
- json-c=0.13.1=hbfbb72e_1002
- kealib=1.4.13=h33137a7_1
- kiwisolver=1.2.0=py38hfd86e86_0
- krb5=1.17.1=hfafb76e_1
- ld_impl_linux-64=2.34=hc38a660_9
- libcurl=7.71.1=hcdd3856_3
- libdap4=3.20.6=h1d1bd15_1
- libedit=3.1.20191231=h7b6447c_0
- libffi=3.2.1=he1b5a44_1007
- libgcc-ng=9.1.0=hdf63c60_0
- libgdal=3.0.4=he6a97d6_10
- libgfortran-ng=7.3.0=hdf63c60_0
- libiconv=1.15=h516909a_1006
- libkml=1.3.0=hb574062_1011
- libllvm9=9.0.1=h4a3c616_0
- libnetcdf=4.7.4=nompi_h84807e1_105
- libpng=1.6.37=hbc83047_0
- libpq=12.3=h5513abc_0
- libprotobuf=3.12.3=h8b12597_0
- libspatialindex=1.9.3=he1b5a44_3
- libspatialite=4.3.0a=h2482549_1038
- libssh2=1.9.0=hab1572f_4
- libstdcxx-ng=9.1.0=hdf63c60_0
- libtiff=4.1.0=h2733197_1
- libuuid=2.32.1=h14c3975_1000
- libwebp-base=1.1.0=h516909a_3
- libxcb=1.14=h7b6447c_0
- libxml2=2.9.10=hee79883_0
- llvmlite=0.33.0=py38hd408876_0
- locket=0.2.0=py38_1
- lz4-c=1.9.2=he6710b0_0
- markdown=3.2.2=py_0
- markupsafe=1.1.1=py38h7b6447c_0
- matplotlib=3.2.2=0
- matplotlib-base=3.2.2=py38h2af1d28_0
- mkl=2020.1=217
- mkl-service=2.3.0=py38he904b0f_0
- mkl_fft=1.1.0=py38h23d657b_0
- mkl_random=1.1.1=py38h0573a6f_0
- more-itertools=8.4.0=py_0
- msgpack-python=1.0.0=py38hfd86e86_1
- munch=2.5.0=py_0
- ncurses=6.2=he6710b0_1
- netcdf-fortran=4.5.3=nompi_hfef6a68_100
- ninja=1.9.0=py38hfd86e86_0
- numba=0.50.1=py38h0573a6f_0
- numpy=1.18.5=py38ha1c710e_0
- numpy-base=1.18.5=py38hde5b4d6_0
- olefile=0.46=py_0
- openjpeg=2.3.1=h981e76c_3
- openssl=1.1.1g=h7b6447c_0
- packaging=20.4=py_0
- pandas=1.0.5=py38h0573a6f_0
- parso=0.7.0=py_0
- partd=1.1.0=py_0
- pcre=8.44=he6710b0_0
- pexpect=4.8.0=py38_0
- pickleshare=0.7.5=py38_1000
- pillow=7.1.2=py38hb39fc2d_0
- pip=20.1.1=py38_1
- pixman=0.38.0=h516909a_1003
- pluggy=0.13.1=py38_0
- poppler=0.87.0=h4190859_1
- poppler-data=0.4.9=1
- postgresql=12.3=h8573dbc_0
- proj=7.0.0=h966b41f_5
- prompt-toolkit=3.0.5=py_0
- psutil=5.7.0=py38h7b6447c_0
- ptyprocess=0.6.0=py38_0
- py=1.9.0=py_0
- pycparser=2.20=pyh9f0ad1d_2
- pygments=2.6.1=py_0
- pyopenssl=19.1.0=py_1
- pyparsing=2.4.7=py_0
- pyproj=2.6.1.post1=py38h7521cb9_0
- pyqt=5.9.2=py38h05f1152_4
- pysocks=1.7.1=py38h32f6830_1
- pytest=5.4.3=py38_0
- python=3.8.5=h4d41432_2_cpython
- python-dateutil=2.8.1=py_0
- python_abi=3.8=1_cp38
- pytorch=1.5.1=py3.8_cuda10.2.89_cudnn7.6.5_0
- pytorch-lightning=0.8.4=py_0
- pytz=2020.1=py_0
- pyyaml=5.3.1=py38h1e0a361_0
- qt=5.9.7=h0c104cb_3
- rasterio=1.1.5=py38h033e0f6_1
- readline=8.0=h7b6447c_0
- requests=2.24.0=pyh9f0ad1d_0
- rtree=0.9.4=py38h08f867b_1
- scikit-learn=0.23.1=py38h423224d_0
- scipy=1.5.0=py38h0b6359f_0
- setuptools=47.3.1=py38_0
- shapely=1.7.0=py38hd168ffb_3
- sip=4.19.13=py38he6710b0_0
- six=1.15.0=py_0
- snuggs=1.4.7=py_0
- sortedcontainers=2.2.2=py_0
- sqlite=3.32.3=h62c20be_0
- tbb=2020.0=hfd86e86_0
- tblib=1.6.0=py_0
- threadpoolctl=2.1.0=pyh5ca1d4c_0
- tiledb=1.7.7=h8efa9f0_3
- tk=8.6.10=hbc83047_0
- toolz=0.10.0=py_0
- torchvision=0.6.1=py38_cu102
- tornado=6.0.4=py38h7b6447c_1
- tqdm=4.47.0=py_0
- traitlets=4.3.3=py38_0
- typing_extensions=3.7.4.2=py_0
- tzcode=2020a=h516909a_0
- wcwidth=0.2.5=py_0
- werkzeug=1.0.1=pyh9f0ad1d_0
- wheel=0.34.2=py38_0
- xarray=0.15.1=py_0
- xerces-c=3.2.2=h8412b87_1004
- xesmf=0.3.0=py_0
- xorg-kbproto=1.0.7=h14c3975_1002
- xorg-libice=1.0.10=h516909a_0
- xorg-libsm=1.2.3=h84519dc_1000
- xorg-libx11=1.6.11=h516909a_0
- xorg-libxext=1.3.4=h516909a_0
- xorg-libxrender=0.9.10=h516909a_1002
- xorg-renderproto=0.11.1=h14c3975_1002
- xorg-xextproto=7.3.0=h14c3975_1002
- xorg-xproto=7.0.31=h14c3975_1007
- xz=5.2.5=h7b6447c_0
- yaml=0.2.5=h516909a_0
- zict=2.0.0=py_0
- zipp=3.1.0=py_0
- zlib=1.2.11=h7b6447c_3
- zstd=1.4.4=h0b5b093_3
- pip:
- appdirs==1.4.4
- cachetools==4.1.1
- cftime==1.2.1
- click==6.7
- coverage==5.2
- dill==0.3.2
- elevation==1.0.6
- fasteners==0.15
- flake8==3.8.3
- google-auth==1.18.0
- google-auth-oauthlib==0.4.1
- grpcio==1.30.0
- mccabe==0.6.1
- monotonic==1.5
- multiprocess==0.70.10
- netcdf4==1.5.4
- oauthlib==3.1.0
- pathos==0.2.6
- pox==0.2.8
- ppft==1.6.6.2
- protobuf==3.12.2
- pyasn1==0.4.8
- pyasn1-modules==0.2.8
- pycodestyle==2.6.0
- pyflakes==2.2.0
- requests-oauthlib==1.3.0
- rsa==4.6
- ruamel-yaml==0.16.10
- ruamel-yaml-clib==0.2.0
- tensorboard==2.2.2
- tensorboard-plugin-wit==1.7.0
- urllib3==1.25.9

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