Inconsistent parsing of longitudes across cpu architectures #3395

stackjohn · 2024-02-11T11:23:32Z

stackjohn
Feb 11, 2024

What went wrong?

Hello, thank you once again for metpy.

I'm seeing some strangeness when parsing grib2 files across architectures. I'm not sure what the expected behaviour should be, or how to make it consistent.
For example, lets say I have the following test file, with an example grib2 file I found to help demonstrate:

import xarray as xr
import subprocess
import requests

url = 'https://github.com/SciTools/iris-test-data/raw/master/test_data/GRIB/global_t/global.grib2'
r = requests.get(url, allow_redirects=True)
open('global.grib2', 'wb').write(r.content)


command_one = f'wgrib2 global.grib2 -new_grid_winds earth -new_grid latlon 257:104:1.0 27:52:1 globalone.grib2'
subprocess.run(command_one, shell=True, check=True)
#Diplay grid from wgrib2 point of view
command_grid_1 = f'wgrib2 -grid globalone.grib2'
subprocess.run(command_grid_1, shell=True, check=True)

command_two = f'wgrib2 global.grib2 -new_grid_winds earth -new_grid latlon 258:104:1.0 27:52:1 globaltwo.grib2'
subprocess.run(command_two, shell=True, check=True)
#Diplay grid from wgrib2 point of view
command_grid_2 = f'wgrib2 -grid globaltwo.grib2'
subprocess.run(command_grid_2, shell=True, check=True)

command_three = f'wgrib2 global.grib2 -new_grid_winds earth -new_grid latlon 259:104:1.0 27:52:1.0 globalthree.grib2'
subprocess.run(command_three, shell=True, check=True)
#Diplay grid from wgrib2 point of view
command_grid_3 = f'wgrib2 -grid globalthree.grib2'
subprocess.run(command_grid_3, shell=True, check=True)


ds1 = xr.open_dataset(
    'globalone.grib2'  # , chunks={"time": 100, "latitude": 100, "longitude": 100}
)

ds2 = xr.open_dataset(
    'globaltwo.grib2'  # , chunks={"time": 100, "latitude": 100, "longitude": 100}
)
ds3 = xr.open_dataset(
    'globalthree.grib2'  # , chunks={"time": 100, "latitude": 100, "longitude": 100}
)

data1 = ds1.metpy.parse_cf()
data2 = ds2.metpy.parse_cf()
data3 = ds3.metpy.parse_cf()
print(data1.longitude)
print(data2.longitude)
print(data3.longitude)

Output on an Apple M2

$ 1:0:d=1998030603:TMP:1000 mb:-28587-6477 hour ave fcst:
1:0:grid_template=0:winds(N/S):
	lat-lon grid:(104 x 52) units 1e-06 input WE:SN output WE:SN res 48
	lat 27.000000 to 78.000000 by 1.000000
	lon 257.000000 to 0.000000 by 1.000000 #points=5408
1:0:d=1998030603:TMP:1000 mb:-28587-6477 hour ave fcst:
1:0:grid_template=0:winds(N/S):
	lat-lon grid:(104 x 52) units 1e-06 input WE:SN output WE:SN res 48
	lat 27.000000 to 78.000000 by 1.000000
	lon 258.000000 to 1.000000 by 1.000000 #points=5408
1:0:d=1998030603:TMP:1000 mb:-28587-6477 hour ave fcst:
1:0:grid_template=0:winds(N/S):
	lat-lon grid:(104 x 52) units 1e-06 input WE:SN output WE:SN res 48
	lat 27.000000 to 78.000000 by 1.000000
	lon 259.000000 to 2.000000 by 1.000000 #points=5408
test.py:40: UserWarning: More than one time coordinate present for variable  "t".
  data1 = ds1.metpy.parse_cf()
test.py:41: UserWarning: More than one time coordinate present for variable  "t".
  data2 = ds2.metpy.parse_cf()
test.py:42: UserWarning: More than one time coordinate present for variable  "t".
  data3 = ds3.metpy.parse_cf()

array([  0., 257., 258., 259., 260., 261., 262., 263., 264., 265., 266., 267.,
       268., 269., 270., 271., 272., 273., 274., 275., 276., 277., 278., 279.,
       280., 281., 282., 283., 284., 285., 286., 287., 288., 289., 290., 291.,
       292., 293., 294., 295., 296., 297., 298., 299., 300., 301., 302., 303.,
       304., 305., 306., 307., 308., 309., 310., 311., 312., 313., 314., 315.,
       316., 317., 318., 319., 320., 321., 322., 323., 324., 325., 326., 327.,
       328., 329., 330., 331., 332., 333., 334., 335., 336., 337., 338., 339.,
       340., 341., 342., 343., 344., 345., 346., 347., 348., 349., 350., 351.,
       352., 353., 354., 355., 356., 357., 358., 359.])
Coordinates:
    time           datetime64[ns] ...
    step           timedelta64[ns] ...
    isobaricInhPa  float64 ...
  * longitude      (longitude) float64 0.0 257.0 258.0 ... 357.0 358.0 359.0
    valid_time     datetime64[ns] ...
    metpy_crs      object Projection: latitude_longitude
Attributes:
    units:          degrees_east
    standard_name:  longitude
    long_name:      longitude
    _metpy_axis:    x,longitude

array([  1., 258., 259., 260., 261., 262., 263., 264., 265., 266., 267., 268.,
       269., 270., 271., 272., 273., 274., 275., 276., 277., 278., 279., 280.,
       281., 282., 283., 284., 285., 286., 287., 288., 289., 290., 291., 292.,
       293., 294., 295., 296., 297., 298., 299., 300., 301., 302., 303., 304.,
       305., 306., 307., 308., 309., 310., 311., 312., 313., 314., 315., 316.,
       317., 318., 319., 320., 321., 322., 323., 324., 325., 326., 327., 328.,
       329., 330., 331., 332., 333., 334., 335., 336., 337., 338., 339., 340.,
       341., 342., 343., 344., 345., 346., 347., 348., 349., 350., 351., 352.,
       353., 354., 355., 356., 357., 358., 359., 360.])
Coordinates:
    time           datetime64[ns] ...
    step           timedelta64[ns] ...
    isobaricInhPa  float64 ...
  * longitude      (longitude) float64 1.0 258.0 259.0 ... 358.0 359.0 360.0
    valid_time     datetime64[ns] ...
    metpy_crs      object Projection: latitude_longitude
Attributes:
    units:          degrees_east
    standard_name:  longitude
    long_name:      longitude
    _metpy_axis:    x,longitude

array([-101., -100.,  -99.,  -98.,  -97.,  -96.,  -95.,  -94.,  -93.,  -92.,
        -91.,  -90.,  -89.,  -88.,  -87.,  -86.,  -85.,  -84.,  -83.,  -82.,
        -81.,  -80.,  -79.,  -78.,  -77.,  -76.,  -75.,  -74.,  -73.,  -72.,
        -71.,  -70.,  -69.,  -68.,  -67.,  -66.,  -65.,  -64.,  -63.,  -62.,
        -61.,  -60.,  -59.,  -58.,  -57.,  -56.,  -55.,  -54.,  -53.,  -52.,
        -51.,  -50.,  -49.,  -48.,  -47.,  -46.,  -45.,  -44.,  -43.,  -42.,
        -41.,  -40.,  -39.,  -38.,  -37.,  -36.,  -35.,  -34.,  -33.,  -32.,
        -31.,  -30.,  -29.,  -28.,  -27.,  -26.,  -25.,  -24.,  -23.,  -22.,
        -21.,  -20.,  -19.,  -18.,  -17.,  -16.,  -15.,  -14.,  -13.,  -12.,
        -11.,  -10.,   -9.,   -8.,   -7.,   -6.,   -5.,   -4.,   -3.,   -2.,
         -1.,    0.,    1.,    2.])
Coordinates:
    time           datetime64[ns] ...
    step           timedelta64[ns] ...
    isobaricInhPa  float64 ...
  * longitude      (longitude) float64 -101.0 -100.0 -99.0 -98.0 ... 0.0 1.0 2.0
    valid_time     datetime64[ns] ...
    metpy_crs      object Projection: latitude_longitude
Attributes:
    units:          degrees_east
    standard_name:  longitude
    long_name:      longitude
    _metpy_axis:    x,longitude

Output on an x86_64

$ 
1:0:d=1998030603:TMP:1000 mb:-28587-6477 hour ave fcst:
1:0:grid_template=0:winds(N/S):
	lat-lon grid:(104 x 52) units 1e-06 input WE:SN output WE:SN res 48
	lat 27.000000 to 78.000000 by 1.000000
	lon 257.000000 to 0.000000 by 1.000000 #points=5408
1:0:d=1998030603:TMP:1000 mb:-28587-6477 hour ave fcst:
1:0:grid_template=0:winds(N/S):
	lat-lon grid:(104 x 52) units 1e-06 input WE:SN output WE:SN res 48
	lat 27.000000 to 78.000000 by 1.000000
	lon 258.000000 to 1.000000 by 1.000000 #points=5408
1:0:d=1998030603:TMP:1000 mb:-28587-6477 hour ave fcst:
1:0:grid_template=0:winds(N/S):
	lat-lon grid:(104 x 52) units 1e-06 input WE:SN output WE:SN res 48
	lat 27.000000 to 78.000000 by 1.000000
	lon 259.000000 to 2.000000 by 1.000000 #points=5408
python3.11/site-packages/gribapi/__init__.py:23: UserWarning: ecCodes 2.31.0 or higher is recommended. You are running version 2.16.0
  warnings.warn(
metpy_plots_pi/test.py:40: UserWarning: More than one time coordinate present for variable  "t".
  data1 = ds1.metpy.parse_cf()
metpy_plots_pi/test.py:41: UserWarning: More than one time coordinate present for variable  "t".
  data2 = ds2.metpy.parse_cf()
metpy_plots_pi/test.py:42: UserWarning: More than one time coordinate present for variable  "t".
  data3 = ds3.metpy.parse_cf()

array([257., 258., 259., 260., 261., 262., 263., 264., 265., 266., 267., 268.,
       269., 270., 271., 272., 273., 274., 275., 276., 277., 278., 279., 280.,
       281., 282., 283., 284., 285., 286., 287., 288., 289., 290., 291., 292.,
       293., 294., 295., 296., 297., 298., 299., 300., 301., 302., 303., 304.,
       305., 306., 307., 308., 309., 310., 311., 312., 313., 314., 315., 316.,
       317., 318., 319., 320., 321., 322., 323., 324., 325., 326., 327., 328.,
       329., 330., 331., 332., 333., 334., 335., 336., 337., 338., 339., 340.,
       341., 342., 343., 344., 345., 346., 347., 348., 349., 350., 351., 352.,
       353., 354., 355., 356., 357., 358., 359., 360.])
Coordinates:
    time           datetime64[ns] ...
    step           timedelta64[ns] ...
    isobaricInhPa  float64 ...
  * longitude      (longitude) float64 257.0 258.0 259.0 ... 358.0 359.0 360.0
    valid_time     datetime64[ns] ...
    metpy_crs      object Projection: latitude_longitude
Attributes:
    units:          degrees_east
    standard_name:  longitude
    long_name:      longitude
    _metpy_axis:    x,longitude

array([258., 259., 260., 261., 262., 263., 264., 265., 266., 267., 268., 269.,
       270., 271., 272., 273., 274., 275., 276., 277., 278., 279., 280., 281.,
       282., 283., 284., 285., 286., 287., 288., 289., 290., 291., 292., 293.,
       294., 295., 296., 297., 298., 299., 300., 301., 302., 303., 304., 305.,
       306., 307., 308., 309., 310., 311., 312., 313., 314., 315., 316., 317.,
       318., 319., 320., 321., 322., 323., 324., 325., 326., 327., 328., 329.,
       330., 331., 332., 333., 334., 335., 336., 337., 338., 339., 340., 341.,
       342., 343., 344., 345., 346., 347., 348., 349., 350., 351., 352., 353.,
       354., 355., 356., 357., 358., 359., 360., 361.])
Coordinates:
    time           datetime64[ns] ...
    step           timedelta64[ns] ...
    isobaricInhPa  float64 ...
  * longitude      (longitude) float64 258.0 259.0 260.0 ... 359.0 360.0 361.0
    valid_time     datetime64[ns] ...
    metpy_crs      object Projection: latitude_longitude
Attributes:
    units:          degrees_east
    standard_name:  longitude
    long_name:      longitude
    _metpy_axis:    x,longitude

array([-101., -100.,  -99.,  -98.,  -97.,  -96.,  -95.,  -94.,  -93.,  -92.,
        -91.,  -90.,  -89.,  -88.,  -87.,  -86.,  -85.,  -84.,  -83.,  -82.,
        -81.,  -80.,  -79.,  -78.,  -77.,  -76.,  -75.,  -74.,  -73.,  -72.,
        -71.,  -70.,  -69.,  -68.,  -67.,  -66.,  -65.,  -64.,  -63.,  -62.,
        -61.,  -60.,  -59.,  -58.,  -57.,  -56.,  -55.,  -54.,  -53.,  -52.,
        -51.,  -50.,  -49.,  -48.,  -47.,  -46.,  -45.,  -44.,  -43.,  -42.,
        -41.,  -40.,  -39.,  -38.,  -37.,  -36.,  -35.,  -34.,  -33.,  -32.,
        -31.,  -30.,  -29.,  -28.,  -27.,  -26.,  -25.,  -24.,  -23.,  -22.,
        -21.,  -20.,  -19.,  -18.,  -17.,  -16.,  -15.,  -14.,  -13.,  -12.,
        -11.,  -10.,   -9.,   -8.,   -7.,   -6.,   -5.,   -4.,   -3.,   -2.,
         -1.,    0.,    1.,    2.])
Coordinates:
    time           datetime64[ns] ...
    step           timedelta64[ns] ...
    isobaricInhPa  float64 ...
  * longitude      (longitude) float64 -101.0 -100.0 -99.0 -98.0 ... 0.0 1.0 2.0
    valid_time     datetime64[ns] ...
    metpy_crs      object Projection: latitude_longitude
Attributes:
    units:          degrees_east
    standard_name:  longitude
    long_name:      longitude
    _metpy_axis:    x,longitude

Of the three examples, the third produces the same long array on both machines.

array([-101., -100.,  -99.,  -98.,  -97.,  -96.,  -95.,  -94.,  -93.,  -92.,
        -91.,  -90.,  -89.,  -88.,  -87.,  -86.,  -85.,  -84.,  -83.,  -82.,
        -81.,  -80.,  -79.,  -78.,  -77.,  -76.,  -75.,  -74.,  -73.,  -72.,
        -71.,  -70.,  -69.,  -68.,  -67.,  -66.,  -65.,  -64.,  -63.,  -62.,
        -61.,  -60.,  -59.,  -58.,  -57.,  -56.,  -55.,  -54.,  -53.,  -52.,
        -51.,  -50.,  -49.,  -48.,  -47.,  -46.,  -45.,  -44.,  -43.,  -42.,
        -41.,  -40.,  -39.,  -38.,  -37.,  -36.,  -35.,  -34.,  -33.,  -32.,
        -31.,  -30.,  -29.,  -28.,  -27.,  -26.,  -25.,  -24.,  -23.,  -22.,
        -21.,  -20.,  -19.,  -18.,  -17.,  -16.,  -15.,  -14.,  -13.,  -12.,
        -11.,  -10.,   -9.,   -8.,   -7.,   -6.,   -5.,   -4.,   -3.,   -2.,
         -1.,    0.,    1.,    2.])

First array differs however:
M2:

<xarray.DataArray 'longitude' (longitude: 104)>
array([  0., 257., 258., 259., 260., 261., 262., 263., 264., 265., 266., 267.,
       268., 269., 270., 271., 272., 273., 274., 275., 276., 277., 278., 279.,
       280., 281., 282., 283., 284., 285., 286., 287., 288., 289., 290., 291.,
       292., 293., 294., 295., 296., 297., 298., 299., 300., 301., 302., 303.,
       304., 305., 306., 307., 308., 309., 310., 311., 312., 313., 314., 315.,
       316., 317., 318., 319., 320., 321., 322., 323., 324., 325., 326., 327.,
       328., 329., 330., 331., 332., 333., 334., 335., 336., 337., 338., 339.,
       340., 341., 342., 343., 344., 345., 346., 347., 348., 349., 350., 351.,
       352., 353., 354., 355., 356., 357., 358., 359.])

x86_64

<xarray.DataArray 'longitude' (longitude: 104)>
array([257., 258., 259., 260., 261., 262., 263., 264., 265., 266., 267., 268.,
       269., 270., 271., 272., 273., 274., 275., 276., 277., 278., 279., 280.,
       281., 282., 283., 284., 285., 286., 287., 288., 289., 290., 291., 292.,
       293., 294., 295., 296., 297., 298., 299., 300., 301., 302., 303., 304.,
       305., 306., 307., 308., 309., 310., 311., 312., 313., 314., 315., 316.,
       317., 318., 319., 320., 321., 322., 323., 324., 325., 326., 327., 328.,
       329., 330., 331., 332., 333., 334., 335., 336., 337., 338., 339., 340.,
       341., 342., 343., 344., 345., 346., 347., 348., 349., 350., 351., 352.,
       353., 354., 355., 356., 357., 358., 359., 360.])

second array also differs:

M2

<xarray.DataArray 'longitude' (longitude: 104)>
array([  1., 258., 259., 260., 261., 262., 263., 264., 265., 266., 267., 268.,
       269., 270., 271., 272., 273., 274., 275., 276., 277., 278., 279., 280.,
       281., 282., 283., 284., 285., 286., 287., 288., 289., 290., 291., 292.,
       293., 294., 295., 296., 297., 298., 299., 300., 301., 302., 303., 304.,
       305., 306., 307., 308., 309., 310., 311., 312., 313., 314., 315., 316.,
       317., 318., 319., 320., 321., 322., 323., 324., 325., 326., 327., 328.,
       329., 330., 331., 332., 333., 334., 335., 336., 337., 338., 339., 340.,
       341., 342., 343., 344., 345., 346., 347., 348., 349., 350., 351., 352.,
       353., 354., 355., 356., 357., 358., 359., 360.])

x86_64

<xarray.DataArray 'longitude' (longitude: 104)>
array([258., 259., 260., 261., 262., 263., 264., 265., 266., 267., 268., 269.,
       270., 271., 272., 273., 274., 275., 276., 277., 278., 279., 280., 281.,
       282., 283., 284., 285., 286., 287., 288., 289., 290., 291., 292., 293.,
       294., 295., 296., 297., 298., 299., 300., 301., 302., 303., 304., 305.,
       306., 307., 308., 309., 310., 311., 312., 313., 314., 315., 316., 317.,
       318., 319., 320., 321., 322., 323., 324., 325., 326., 327., 328., 329.,
       330., 331., 332., 333., 334., 335., 336., 337., 338., 339., 340., 341.,
       342., 343., 344., 345., 346., 347., 348., 349., 350., 351., 352., 353.,
       354., 355., 356., 357., 358., 359., 360., 361.])

Which output is expected to be the "correct" one?

This difference results in very strange behaviour on the M2 (and raspberry pi, arm based as well) when trying to animate over the dateline (eg, slowly moving lon center from west to east, incrementing time, to create an animation). All of the image data appears to shift 1 degree to the right at the point the data flips. It seems fine on the x86_64 but not on an arm based machine.

Is there a way to ensure that the results are consistent across architectures?
Is there a way to always have metpy parse the data so that lat/lon is -180 to 180, or, always 0 to 360?

I will attach the pipenv graph outputs below:

M2

$ backcall==0.2.0
bokeh==3.3.4
├── contourpy [required: >=1, installed: 1.2.0]
│   └── numpy [required: >=1.20,<2.0, installed: 1.26.4]
├── Jinja2 [required: >=2.9, installed: 3.1.3]
│   └── MarkupSafe [required: >=2.0, installed: 2.1.5]
├── numpy [required: >=1.16, installed: 1.26.4]
├── packaging [required: >=16.8, installed: 23.2]
├── pandas [required: >=1.2, installed: 2.2.0]
│   ├── numpy [required: >=1.23.2,<2, installed: 1.26.4]
│   ├── python-dateutil [required: >=2.8.2, installed: 2.8.2]
│   │   └── six [required: >=1.5, installed: 1.16.0]
│   ├── pytz [required: >=2020.1, installed: 2024.1]
│   └── tzdata [required: >=2022.7, installed: 2023.4]
├── pillow [required: >=7.1.0, installed: 10.2.0]
├── PyYAML [required: >=3.10, installed: 6.0.1]
├── tornado [required: >=5.1, installed: 6.4]
└── xyzservices [required: >=2021.09.1, installed: 2023.10.1]
Bottleneck==1.3.7
└── numpy [required: Any, installed: 1.26.4]
Cartopy==0.22.0
├── matplotlib [required: >=3.4, installed: 3.8.2]
│   ├── contourpy [required: >=1.0.1, installed: 1.2.0]
│   │   └── numpy [required: >=1.20,<2.0, installed: 1.26.4]
│   ├── cycler [required: >=0.10, installed: 0.12.1]
│   ├── fonttools [required: >=4.22.0, installed: 4.48.1]
│   ├── kiwisolver [required: >=1.3.1, installed: 1.4.5]
│   ├── numpy [required: >=1.21,<2, installed: 1.26.4]
│   ├── packaging [required: >=20.0, installed: 23.2]
│   ├── pillow [required: >=8, installed: 10.2.0]
│   ├── pyparsing [required: >=2.3.1, installed: 3.1.1]
│   └── python-dateutil [required: >=2.7, installed: 2.8.2]
│       └── six [required: >=1.5, installed: 1.16.0]
├── numpy [required: >=1.21, installed: 1.26.4]
├── packaging [required: >=20, installed: 23.2]
├── pyproj [required: >=3.1.0, installed: 3.6.1]
│   └── certifi [required: Any, installed: 2024.2.2]
├── pyshp [required: >=2.1, installed: 2.3.1]
└── shapely [required: >=1.7, installed: 2.0.2]
    └── numpy [required: >=1.14, installed: 1.26.4]
cfgrib==0.9.10.4
├── attrs [required: >=19.2, installed: 23.2.0]
├── click [required: Any, installed: 8.1.7]
├── eccodes [required: >=0.9.8, installed: 1.6.1]
│   ├── attrs [required: Any, installed: 23.2.0]
│   ├── cffi [required: Any, installed: 1.16.0]
│   │   └── pycparser [required: Any, installed: 2.21]
│   ├── findlibs [required: Any, installed: 0.0.5]
│   └── numpy [required: Any, installed: 1.26.4]
└── numpy [required: Any, installed: 1.26.4]
colour==0.1.5
distributed==2024.2.0
├── click [required: >=8.0, installed: 8.1.7]
├── cloudpickle [required: >=1.5.0, installed: 3.0.0]
├── dask [required: ==2024.2.0, installed: 2024.2.0]
│   ├── click [required: >=8.1, installed: 8.1.7]
│   ├── cloudpickle [required: >=1.5.0, installed: 3.0.0]
│   ├── fsspec [required: >=2021.09.0, installed: 2024.2.0]
│   ├── importlib-metadata [required: >=4.13.0, installed: 7.0.1]
│   │   └── zipp [required: >=0.5, installed: 3.17.0]
│   ├── packaging [required: >=20.0, installed: 23.2]
│   ├── partd [required: >=1.2.0, installed: 1.4.1]
│   │   ├── locket [required: Any, installed: 1.0.0]
│   │   └── toolz [required: Any, installed: 0.12.1]
│   ├── pyyaml [required: >=5.3.1, installed: 6.0.1]
│   └── toolz [required: >=0.10.0, installed: 0.12.1]
├── jinja2 [required: >=2.10.3, installed: 3.1.3]
│   └── MarkupSafe [required: >=2.0, installed: 2.1.5]
├── locket [required: >=1.0.0, installed: 1.0.0]
├── msgpack [required: >=1.0.0, installed: 1.0.7]
├── packaging [required: >=20.0, installed: 23.2]
├── psutil [required: >=5.7.2, installed: 5.9.8]
├── pyyaml [required: >=5.3.1, installed: 6.0.1]
├── sortedcontainers [required: >=2.0.5, installed: 2.4.0]
├── tblib [required: >=1.6.0, installed: 3.0.0]
├── toolz [required: >=0.10.0, installed: 0.12.1]
├── tornado [required: >=6.0.4, installed: 6.4]
├── urllib3 [required: >=1.24.3, installed: 2.2.0]
└── zict [required: >=3.0.0, installed: 3.0.0]
flox==0.9.2
├── numpy [required: >=1.22, installed: 1.26.4]
├── numpy-groupies [required: >=0.9.19, installed: 0.10.2]
│   └── numpy [required: Any, installed: 1.26.4]
├── packaging [required: >=21.3, installed: 23.2]
├── pandas [required: >=1.5, installed: 2.2.0]
│   ├── numpy [required: >=1.23.2,<2, installed: 1.26.4]
│   ├── python-dateutil [required: >=2.8.2, installed: 2.8.2]
│   │   └── six [required: >=1.5, installed: 1.16.0]
│   ├── pytz [required: >=2020.1, installed: 2024.1]
│   └── tzdata [required: >=2022.7, installed: 2023.4]
├── scipy [required: >=1.9, installed: 1.12.0]
│   └── numpy [required: >=1.22.4,<1.29.0, installed: 1.26.4]
└── toolz [required: Any, installed: 0.12.1]
fqdn==1.5.1
h5netcdf==1.3.0
├── h5py [required: Any, installed: 3.10.0]
│   └── numpy [required: >=1.17.3, installed: 1.26.4]
└── packaging [required: Any, installed: 23.2]
imageio==2.33.1
├── numpy [required: Any, installed: 1.26.4]
└── pillow [required: >=8.3.2, installed: 10.2.0]
imageio-ffmpeg==0.4.9
└── setuptools [required: Any, installed: 69.0.3]
ipympl==0.9.3
├── ipython [required: <9, installed: 8.21.0]
│   ├── decorator [required: Any, installed: 5.1.1]
│   ├── jedi [required: >=0.16, installed: 0.19.1]
│   │   └── parso [required: >=0.8.3,<0.9.0, installed: 0.8.3]
│   ├── matplotlib-inline [required: Any, installed: 0.1.6]
│   │   └── traitlets [required: Any, installed: 5.14.1]
│   ├── pexpect [required: >4.3, installed: 4.9.0]
│   │   └── ptyprocess [required: >=0.5, installed: 0.7.0]
│   ├── prompt-toolkit [required: >=3.0.41,<3.1.0, installed: 3.0.43]
│   │   └── wcwidth [required: Any, installed: 0.2.13]
│   ├── pygments [required: >=2.4.0, installed: 2.17.2]
│   ├── stack-data [required: Any, installed: 0.6.3]
│   │   ├── asttokens [required: >=2.1.0, installed: 2.4.1]
│   │   │   └── six [required: >=1.12.0, installed: 1.16.0]
│   │   ├── executing [required: >=1.2.0, installed: 2.0.1]
│   │   └── pure-eval [required: Any, installed: 0.2.2]
│   └── traitlets [required: >=5, installed: 5.14.1]
├── ipython-genutils [required: Any, installed: 0.2.0]
├── ipywidgets [required: >=7.6.0,<9, installed: 8.1.2]
│   ├── comm [required: >=0.1.3, installed: 0.2.1]
│   │   └── traitlets [required: >=4, installed: 5.14.1]
│   ├── ipython [required: >=6.1.0, installed: 8.21.0]
│   │   ├── decorator [required: Any, installed: 5.1.1]
│   │   ├── jedi [required: >=0.16, installed: 0.19.1]
│   │   │   └── parso [required: >=0.8.3,<0.9.0, installed: 0.8.3]
│   │   ├── matplotlib-inline [required: Any, installed: 0.1.6]
│   │   │   └── traitlets [required: Any, installed: 5.14.1]
│   │   ├── pexpect [required: >4.3, installed: 4.9.0]
│   │   │   └── ptyprocess [required: >=0.5, installed: 0.7.0]
│   │   ├── prompt-toolkit [required: >=3.0.41,<3.1.0, installed: 3.0.43]
│   │   │   └── wcwidth [required: Any, installed: 0.2.13]
│   │   ├── pygments [required: >=2.4.0, installed: 2.17.2]
│   │   ├── stack-data [required: Any, installed: 0.6.3]
│   │   │   ├── asttokens [required: >=2.1.0, installed: 2.4.1]
│   │   │   │   └── six [required: >=1.12.0, installed: 1.16.0]
│   │   │   ├── executing [required: >=1.2.0, installed: 2.0.1]
│   │   │   └── pure-eval [required: Any, installed: 0.2.2]
│   │   └── traitlets [required: >=5, installed: 5.14.1]
│   ├── jupyterlab-widgets [required: ~=3.0.10, installed: 3.0.10]
│   ├── traitlets [required: >=4.3.1, installed: 5.14.1]
│   └── widgetsnbextension [required: ~=4.0.10, installed: 4.0.10]
├── matplotlib [required: >=3.4.0,<4, installed: 3.8.2]
│   ├── contourpy [required: >=1.0.1, installed: 1.2.0]
│   │   └── numpy [required: >=1.20,<2.0, installed: 1.26.4]
│   ├── cycler [required: >=0.10, installed: 0.12.1]
│   ├── fonttools [required: >=4.22.0, installed: 4.48.1]
│   ├── kiwisolver [required: >=1.3.1, installed: 1.4.5]
│   ├── numpy [required: >=1.21,<2, installed: 1.26.4]
│   ├── packaging [required: >=20.0, installed: 23.2]
│   ├── pillow [required: >=8, installed: 10.2.0]
│   ├── pyparsing [required: >=2.3.1, installed: 3.1.1]
│   └── python-dateutil [required: >=2.7, installed: 2.8.2]
│       └── six [required: >=1.5, installed: 1.16.0]
├── numpy [required: Any, installed: 1.26.4]
├── pillow [required: Any, installed: 10.2.0]
└── traitlets [required: <6, installed: 5.14.1]
isoduration==20.11.0
└── arrow [required: >=0.15.0, installed: 1.3.0]
    ├── python-dateutil [required: >=2.7.0, installed: 2.8.2]
    │   └── six [required: >=1.5, installed: 1.16.0]
    └── types-python-dateutil [required: >=2.8.10, installed: 2.8.19.20240106]
jsonpointer==2.4
lz4==4.3.3
MetPy==1.6.0
├── matplotlib [required: >=3.5.0, installed: 3.8.2]
│   ├── contourpy [required: >=1.0.1, installed: 1.2.0]
│   │   └── numpy [required: >=1.20,<2.0, installed: 1.26.4]
│   ├── cycler [required: >=0.10, installed: 0.12.1]
│   ├── fonttools [required: >=4.22.0, installed: 4.48.1]
│   ├── kiwisolver [required: >=1.3.1, installed: 1.4.5]
│   ├── numpy [required: >=1.21,<2, installed: 1.26.4]
│   ├── packaging [required: >=20.0, installed: 23.2]
│   ├── pillow [required: >=8, installed: 10.2.0]
│   ├── pyparsing [required: >=2.3.1, installed: 3.1.1]
│   └── python-dateutil [required: >=2.7, installed: 2.8.2]
│       └── six [required: >=1.5, installed: 1.16.0]
├── numpy [required: >=1.20.0, installed: 1.26.4]
├── pandas [required: >=1.4.0, installed: 2.2.0]
│   ├── numpy [required: >=1.23.2,<2, installed: 1.26.4]
│   ├── python-dateutil [required: >=2.8.2, installed: 2.8.2]
│   │   └── six [required: >=1.5, installed: 1.16.0]
│   ├── pytz [required: >=2020.1, installed: 2024.1]
│   └── tzdata [required: >=2022.7, installed: 2023.4]
├── pint [required: >=0.17, installed: 0.23]
│   └── typing-extensions [required: Any, installed: 4.9.0]
├── pooch [required: >=1.2.0, installed: 1.8.0]
│   ├── packaging [required: >=20.0, installed: 23.2]
│   ├── platformdirs [required: >=2.5.0, installed: 4.2.0]
│   └── requests [required: >=2.19.0, installed: 2.31.0]
│       ├── certifi [required: >=2017.4.17, installed: 2024.2.2]
│       ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
│       ├── idna [required: >=2.5,<4, installed: 3.6]
│       └── urllib3 [required: >=1.21.1,<3, installed: 2.2.0]
├── pyproj [required: >=3.0.0, installed: 3.6.1]
│   └── certifi [required: Any, installed: 2024.2.2]
├── scipy [required: >=1.8.0, installed: 1.12.0]
│   └── numpy [required: >=1.22.4,<1.29.0, installed: 1.26.4]
├── traitlets [required: >=5.0.5, installed: 5.14.1]
└── xarray [required: >=0.21.0, installed: 2024.1.1]
    ├── numpy [required: >=1.23, installed: 1.26.4]
    ├── packaging [required: >=22, installed: 23.2]
    └── pandas [required: >=1.5, installed: 2.2.0]
        ├── numpy [required: >=1.23.2,<2, installed: 1.26.4]
        ├── python-dateutil [required: >=2.8.2, installed: 2.8.2]
        │   └── six [required: >=1.5, installed: 1.16.0]
        ├── pytz [required: >=2020.1, installed: 2024.1]
        └── tzdata [required: >=2022.7, installed: 2023.4]
nc-time-axis==1.4.1
├── cftime [required: >=1.5, installed: 1.6.3]
│   └── numpy [required: >1.13.3, installed: 1.26.4]
├── matplotlib [required: Any, installed: 3.8.2]
│   ├── contourpy [required: >=1.0.1, installed: 1.2.0]
│   │   └── numpy [required: >=1.20,<2.0, installed: 1.26.4]
│   ├── cycler [required: >=0.10, installed: 0.12.1]
│   ├── fonttools [required: >=4.22.0, installed: 4.48.1]
│   ├── kiwisolver [required: >=1.3.1, installed: 1.4.5]
│   ├── numpy [required: >=1.21,<2, installed: 1.26.4]
│   ├── packaging [required: >=20.0, installed: 23.2]
│   ├── pillow [required: >=8, installed: 10.2.0]
│   ├── pyparsing [required: >=2.3.1, installed: 3.1.1]
│   └── python-dateutil [required: >=2.7, installed: 2.8.2]
│       └── six [required: >=1.5, installed: 1.16.0]
└── numpy [required: Any, installed: 1.26.4]
netCDF4==1.6.5
├── certifi [required: Any, installed: 2024.2.2]
├── cftime [required: Any, installed: 1.6.3]
│   └── numpy [required: >1.13.3, installed: 1.26.4]
└── numpy [required: Any, installed: 1.26.4]
numbagg==0.8.0
├── numba [required: Any, installed: 0.59.0]
│   ├── llvmlite [required: >=0.42.0dev0,<0.43, installed: 0.42.0]
│   └── numpy [required: >=1.22,<1.27, installed: 1.26.4]
└── numpy [required: Any, installed: 1.26.4]
opt-einsum==3.3.0
└── numpy [required: >=1.7, installed: 1.26.4]
pickleshare==0.7.5
pillar-youtube-upload==0.3.0
├── google-api-core [required: >=1.23.0, installed: 2.17.0]
│   ├── google-auth [required: >=2.14.1,<3.0.dev0, installed: 2.27.0]
│   │   ├── cachetools [required: >=2.0.0,<6.0, installed: 5.3.2]
│   │   ├── pyasn1-modules [required: >=0.2.1, installed: 0.3.0]
│   │   │   └── pyasn1 [required: >=0.4.6,<0.6.0, installed: 0.5.1]
│   │   └── rsa [required: >=3.1.4,<5, installed: 4.9]
│   │       └── pyasn1 [required: >=0.1.3, installed: 0.5.1]
│   ├── googleapis-common-protos [required: >=1.56.2,<2.0.dev0, installed: 1.62.0]
│   │   └── protobuf [required: >=3.19.5,<5.0.0.dev0,!=4.21.5,!=4.21.4,!=4.21.3,!=4.21.2,!=4.21.1,!=3.20.1,!=3.20.0, installed: 4.25.2]
│   ├── protobuf [required: >=3.19.5,<5.0.0.dev0,!=4.21.5,!=4.21.4,!=4.21.3,!=4.21.2,!=4.21.1,!=4.21.0,!=3.20.1,!=3.20.0, installed: 4.25.2]
│   └── requests [required: >=2.18.0,<3.0.0.dev0, installed: 2.31.0]
│       ├── certifi [required: >=2017.4.17, installed: 2024.2.2]
│       ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
│       ├── idna [required: >=2.5,<4, installed: 3.6]
│       └── urllib3 [required: >=1.21.1,<3, installed: 2.2.0]
├── google-api-python-client [required: >=1.12.5, installed: 2.117.0]
│   ├── google-api-core [required: >=1.31.5,<3.0.0.dev0,!=2.3.0,!=2.2.*,!=2.1.*,!=2.0.*, installed: 2.17.0]
│   │   ├── google-auth [required: >=2.14.1,<3.0.dev0, installed: 2.27.0]
│   │   │   ├── cachetools [required: >=2.0.0,<6.0, installed: 5.3.2]
│   │   │   ├── pyasn1-modules [required: >=0.2.1, installed: 0.3.0]
│   │   │   │   └── pyasn1 [required: >=0.4.6,<0.6.0, installed: 0.5.1]
│   │   │   └── rsa [required: >=3.1.4,<5, installed: 4.9]
│   │   │       └── pyasn1 [required: >=0.1.3, installed: 0.5.1]
│   │   ├── googleapis-common-protos [required: >=1.56.2,<2.0.dev0, installed: 1.62.0]
│   │   │   └── protobuf [required: >=3.19.5,<5.0.0.dev0,!=4.21.5,!=4.21.4,!=4.21.3,!=4.21.2,!=4.21.1,!=3.20.1,!=3.20.0, installed: 4.25.2]
│   │   ├── protobuf [required: >=3.19.5,<5.0.0.dev0,!=4.21.5,!=4.21.4,!=4.21.3,!=4.21.2,!=4.21.1,!=4.21.0,!=3.20.1,!=3.20.0, installed: 4.25.2]
│   │   └── requests [required: >=2.18.0,<3.0.0.dev0, installed: 2.31.0]
│   │       ├── certifi [required: >=2017.4.17, installed: 2024.2.2]
│   │       ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
│   │       ├── idna [required: >=2.5,<4, installed: 3.6]
│   │       └── urllib3 [required: >=1.21.1,<3, installed: 2.2.0]
│   ├── google-auth [required: >=1.19.0,<3.0.0.dev0, installed: 2.27.0]
│   │   ├── cachetools [required: >=2.0.0,<6.0, installed: 5.3.2]
│   │   ├── pyasn1-modules [required: >=0.2.1, installed: 0.3.0]
│   │   │   └── pyasn1 [required: >=0.4.6,<0.6.0, installed: 0.5.1]
│   │   └── rsa [required: >=3.1.4,<5, installed: 4.9]
│   │       └── pyasn1 [required: >=0.1.3, installed: 0.5.1]
│   ├── google-auth-httplib2 [required: >=0.1.0, installed: 0.2.0]
│   │   ├── google-auth [required: Any, installed: 2.27.0]
│   │   │   ├── cachetools [required: >=2.0.0,<6.0, installed: 5.3.2]
│   │   │   ├── pyasn1-modules [required: >=0.2.1, installed: 0.3.0]
│   │   │   │   └── pyasn1 [required: >=0.4.6,<0.6.0, installed: 0.5.1]
│   │   │   └── rsa [required: >=3.1.4,<5, installed: 4.9]
│   │   │       └── pyasn1 [required: >=0.1.3, installed: 0.5.1]
│   │   └── httplib2 [required: >=0.19.0, installed: 0.22.0]
│   │       └── pyparsing [required: >=2.4.2,<4,!=3.0.3,!=3.0.2,!=3.0.1,!=3.0.0, installed: 3.1.1]
│   ├── httplib2 [required: >=0.15.0,<1.dev0, installed: 0.22.0]
│   │   └── pyparsing [required: >=2.4.2,<4,!=3.0.3,!=3.0.2,!=3.0.1,!=3.0.0, installed: 3.1.1]
│   └── uritemplate [required: >=3.0.1,<5, installed: 4.1.1]
├── google-auth [required: >=1.22.1, installed: 2.27.0]
│   ├── cachetools [required: >=2.0.0,<6.0, installed: 5.3.2]
│   ├── pyasn1-modules [required: >=0.2.1, installed: 0.3.0]
│   │   └── pyasn1 [required: >=0.4.6,<0.6.0, installed: 0.5.1]
│   └── rsa [required: >=3.1.4,<5, installed: 4.9]
│       └── pyasn1 [required: >=0.1.3, installed: 0.5.1]
├── httplib2 [required: >=0.18.1, installed: 0.22.0]
│   └── pyparsing [required: >=2.4.2,<4,!=3.0.3,!=3.0.2,!=3.0.1,!=3.0.0, installed: 3.1.1]
└── oauth2client [required: >=4.1.3, installed: 4.1.3]
    ├── httplib2 [required: >=0.9.1, installed: 0.22.0]
    │   └── pyparsing [required: >=2.4.2,<4,!=3.0.3,!=3.0.2,!=3.0.1,!=3.0.0, installed: 3.1.1]
    ├── pyasn1 [required: >=0.1.7, installed: 0.5.1]
    ├── pyasn1-modules [required: >=0.0.5, installed: 0.3.0]
    │   └── pyasn1 [required: >=0.4.6,<0.6.0, installed: 0.5.1]
    ├── rsa [required: >=3.1.4, installed: 4.9]
    │   └── pyasn1 [required: >=0.1.3, installed: 0.5.1]
    └── six [required: >=1.6.1, installed: 1.16.0]
pyarrow==15.0.0
└── numpy [required: >=1.16.6,<2, installed: 1.26.4]
pyarrow-hotfix==0.6
seaborn==0.13.2
├── matplotlib [required: >=3.4,!=3.6.1, installed: 3.8.2]
│   ├── contourpy [required: >=1.0.1, installed: 1.2.0]
│   │   └── numpy [required: >=1.20,<2.0, installed: 1.26.4]
│   ├── cycler [required: >=0.10, installed: 0.12.1]
│   ├── fonttools [required: >=4.22.0, installed: 4.48.1]
│   ├── kiwisolver [required: >=1.3.1, installed: 1.4.5]
│   ├── numpy [required: >=1.21,<2, installed: 1.26.4]
│   ├── packaging [required: >=20.0, installed: 23.2]
│   ├── pillow [required: >=8, installed: 10.2.0]
│   ├── pyparsing [required: >=2.3.1, installed: 3.1.1]
│   └── python-dateutil [required: >=2.7, installed: 2.8.2]
│       └── six [required: >=1.5, installed: 1.16.0]
├── numpy [required: >=1.20,!=1.24.0, installed: 1.26.4]
└── pandas [required: >=1.2, installed: 2.2.0]
    ├── numpy [required: >=1.23.2,<2, installed: 1.26.4]
    ├── python-dateutil [required: >=2.8.2, installed: 2.8.2]
    │   └── six [required: >=1.5, installed: 1.16.0]
    ├── pytz [required: >=2020.1, installed: 2024.1]
    └── tzdata [required: >=2022.7, installed: 2023.4]
siphon==0.9
├── beautifulsoup4 [required: >=4.6, installed: 4.12.3]
│   └── soupsieve [required: >1.2, installed: 2.5]
├── numpy [required: >=1.8, installed: 1.26.4]
├── pandas [required: Any, installed: 2.2.0]
│   ├── numpy [required: >=1.23.2,<2, installed: 1.26.4]
│   ├── python-dateutil [required: >=2.8.2, installed: 2.8.2]
│   │   └── six [required: >=1.5, installed: 1.16.0]
│   ├── pytz [required: >=2020.1, installed: 2024.1]
│   └── tzdata [required: >=2022.7, installed: 2023.4]
├── protobuf [required: >=3.0.0a3, installed: 4.25.2]
└── requests [required: >=1.2, installed: 2.31.0]
    ├── certifi [required: >=2017.4.17, installed: 2024.2.2]
    ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
    ├── idna [required: >=2.5,<4, installed: 3.6]
    └── urllib3 [required: >=1.21.1,<3, installed: 2.2.0]
uri-template==1.3.0
webcolors==1.13
zarr==2.16.1
├── asciitree [required: Any, installed: 0.3.3]
├── fasteners [required: Any, installed: 0.19]
├── numcodecs [required: >=0.10.0, installed: 0.12.1]
│   └── numpy [required: >=1.7, installed: 1.26.4]
└── numpy [required: >=1.20,!=1.21.0, installed: 1.26.4]

x86_64

$ bokeh==3.3.4
  - contourpy [required: >=1, installed: 1.2.0]
    - numpy [required: >=1.20,<2.0, installed: 1.26.4]
  - Jinja2 [required: >=2.9, installed: 3.1.3]
    - MarkupSafe [required: >=2.0, installed: 2.1.5]
  - numpy [required: >=1.16, installed: 1.26.4]
  - packaging [required: >=16.8, installed: 23.2]
  - pandas [required: >=1.2, installed: 2.2.0]
    - numpy [required: >=1.23.2,<2, installed: 1.26.4]
    - python-dateutil [required: >=2.8.2, installed: 2.8.2]
      - six [required: >=1.5, installed: 1.16.0]
    - pytz [required: >=2020.1, installed: 2024.1]
    - tzdata [required: >=2022.7, installed: 2023.4]
  - pillow [required: >=7.1.0, installed: 10.2.0]
  - PyYAML [required: >=3.10, installed: 6.0.1]
  - tornado [required: >=5.1, installed: 6.4]
  - xyzservices [required: >=2021.09.1, installed: 2023.10.1]
Bottleneck==1.3.7
  - numpy [required: Any, installed: 1.26.4]
Cartopy==0.22.0
  - matplotlib [required: >=3.4, installed: 3.8.2]
    - contourpy [required: >=1.0.1, installed: 1.2.0]
      - numpy [required: >=1.20,<2.0, installed: 1.26.4]
    - cycler [required: >=0.10, installed: 0.12.1]
    - fonttools [required: >=4.22.0, installed: 4.48.1]
    - kiwisolver [required: >=1.3.1, installed: 1.4.5]
    - numpy [required: >=1.21,<2, installed: 1.26.4]
    - packaging [required: >=20.0, installed: 23.2]
    - pillow [required: >=8, installed: 10.2.0]
    - pyparsing [required: >=2.3.1, installed: 3.1.1]
    - python-dateutil [required: >=2.7, installed: 2.8.2]
      - six [required: >=1.5, installed: 1.16.0]
  - numpy [required: >=1.21, installed: 1.26.4]
  - packaging [required: >=20, installed: 23.2]
  - pyproj [required: >=3.1.0, installed: 3.6.1]
    - certifi [required: Any, installed: 2024.2.2]
  - pyshp [required: >=2.1, installed: 2.3.1]
  - shapely [required: >=1.7, installed: 2.0.2]
    - numpy [required: >=1.14, installed: 1.26.4]
cfgrib==0.9.10.4
  - attrs [required: >=19.2, installed: 23.2.0]
  - click [required: Any, installed: 8.1.7]
  - eccodes [required: >=0.9.8, installed: 1.6.1]
    - attrs [required: Any, installed: 23.2.0]
    - cffi [required: Any, installed: 1.16.0]
      - pycparser [required: Any, installed: 2.21]
    - findlibs [required: Any, installed: 0.0.5]
    - numpy [required: Any, installed: 1.26.4]
  - numpy [required: Any, installed: 1.26.4]
colour==0.1.5
distributed==2024.2.0
  - click [required: >=8.0, installed: 8.1.7]
  - cloudpickle [required: >=1.5.0, installed: 3.0.0]
  - dask [required: ==2024.2.0, installed: 2024.2.0]
    - click [required: >=8.1, installed: 8.1.7]
    - cloudpickle [required: >=1.5.0, installed: 3.0.0]
    - fsspec [required: >=2021.09.0, installed: 2024.2.0]
    - importlib-metadata [required: >=4.13.0, installed: 7.0.1]
      - zipp [required: >=0.5, installed: 3.17.0]
    - packaging [required: >=20.0, installed: 23.2]
    - partd [required: >=1.2.0, installed: 1.4.1]
      - locket [required: Any, installed: 1.0.0]
      - toolz [required: Any, installed: 0.12.1]
    - pyyaml [required: >=5.3.1, installed: 6.0.1]
    - toolz [required: >=0.10.0, installed: 0.12.1]
  - jinja2 [required: >=2.10.3, installed: 3.1.3]
    - MarkupSafe [required: >=2.0, installed: 2.1.5]
  - locket [required: >=1.0.0, installed: 1.0.0]
  - msgpack [required: >=1.0.0, installed: 1.0.7]
  - packaging [required: >=20.0, installed: 23.2]
  - psutil [required: >=5.7.2, installed: 5.9.8]
  - pyyaml [required: >=5.3.1, installed: 6.0.1]
  - sortedcontainers [required: >=2.0.5, installed: 2.4.0]
  - tblib [required: >=1.6.0, installed: 3.0.0]
  - toolz [required: >=0.10.0, installed: 0.12.1]
  - tornado [required: >=6.0.4, installed: 6.4]
  - urllib3 [required: >=1.24.3, installed: 2.2.0]
  - zict [required: >=3.0.0, installed: 3.0.0]
flox==0.9.2
  - numpy [required: >=1.22, installed: 1.26.4]
  - numpy-groupies [required: >=0.9.19, installed: 0.10.2]
    - numpy [required: Any, installed: 1.26.4]
  - packaging [required: >=21.3, installed: 23.2]
  - pandas [required: >=1.5, installed: 2.2.0]
    - numpy [required: >=1.23.2,<2, installed: 1.26.4]
    - python-dateutil [required: >=2.8.2, installed: 2.8.2]
      - six [required: >=1.5, installed: 1.16.0]
    - pytz [required: >=2020.1, installed: 2024.1]
    - tzdata [required: >=2022.7, installed: 2023.4]
  - scipy [required: >=1.9, installed: 1.12.0]
    - numpy [required: >=1.22.4,<1.29.0, installed: 1.26.4]
  - toolz [required: Any, installed: 0.12.1]
fqdn==1.5.1
h5netcdf==1.3.0
  - h5py [required: Any, installed: 3.10.0]
    - numpy [required: >=1.17.3, installed: 1.26.4]
  - packaging [required: Any, installed: 23.2]
imageio==2.33.1
  - numpy [required: Any, installed: 1.26.4]
  - pillow [required: >=8.3.2, installed: 10.2.0]
imageio-ffmpeg==0.4.9
  - setuptools [required: Any, installed: 69.0.3]
ipympl==0.9.3
  - ipython [required: <9, installed: 8.21.0]
    - decorator [required: Any, installed: 5.1.1]
    - jedi [required: >=0.16, installed: 0.19.1]
      - parso [required: >=0.8.3,<0.9.0, installed: 0.8.3]
    - matplotlib-inline [required: Any, installed: 0.1.6]
      - traitlets [required: Any, installed: 5.14.1]
    - pexpect [required: >4.3, installed: 4.9.0]
      - ptyprocess [required: >=0.5, installed: 0.7.0]
    - prompt-toolkit [required: >=3.0.41,<3.1.0, installed: 3.0.43]
      - wcwidth [required: Any, installed: 0.2.13]
    - pygments [required: >=2.4.0, installed: 2.17.2]
    - stack-data [required: Any, installed: 0.6.3]
      - asttokens [required: >=2.1.0, installed: 2.4.1]
        - six [required: >=1.12.0, installed: 1.16.0]
      - executing [required: >=1.2.0, installed: 2.0.1]
      - pure-eval [required: Any, installed: 0.2.2]
    - traitlets [required: >=5, installed: 5.14.1]
  - ipython-genutils [required: Any, installed: 0.2.0]
  - ipywidgets [required: >=7.6.0,<9, installed: 8.1.2]
    - comm [required: >=0.1.3, installed: 0.2.1]
      - traitlets [required: >=4, installed: 5.14.1]
    - ipython [required: >=6.1.0, installed: 8.21.0]
      - decorator [required: Any, installed: 5.1.1]
      - jedi [required: >=0.16, installed: 0.19.1]
        - parso [required: >=0.8.3,<0.9.0, installed: 0.8.3]
      - matplotlib-inline [required: Any, installed: 0.1.6]
        - traitlets [required: Any, installed: 5.14.1]
      - pexpect [required: >4.3, installed: 4.9.0]
        - ptyprocess [required: >=0.5, installed: 0.7.0]
      - prompt-toolkit [required: >=3.0.41,<3.1.0, installed: 3.0.43]
        - wcwidth [required: Any, installed: 0.2.13]
      - pygments [required: >=2.4.0, installed: 2.17.2]
      - stack-data [required: Any, installed: 0.6.3]
        - asttokens [required: >=2.1.0, installed: 2.4.1]
          - six [required: >=1.12.0, installed: 1.16.0]
        - executing [required: >=1.2.0, installed: 2.0.1]
        - pure-eval [required: Any, installed: 0.2.2]
      - traitlets [required: >=5, installed: 5.14.1]
    - jupyterlab-widgets [required: ~=3.0.10, installed: 3.0.10]
    - traitlets [required: >=4.3.1, installed: 5.14.1]
    - widgetsnbextension [required: ~=4.0.10, installed: 4.0.10]
  - matplotlib [required: >=3.4.0,<4, installed: 3.8.2]
    - contourpy [required: >=1.0.1, installed: 1.2.0]
      - numpy [required: >=1.20,<2.0, installed: 1.26.4]
    - cycler [required: >=0.10, installed: 0.12.1]
    - fonttools [required: >=4.22.0, installed: 4.48.1]
    - kiwisolver [required: >=1.3.1, installed: 1.4.5]
    - numpy [required: >=1.21,<2, installed: 1.26.4]
    - packaging [required: >=20.0, installed: 23.2]
    - pillow [required: >=8, installed: 10.2.0]
    - pyparsing [required: >=2.3.1, installed: 3.1.1]
    - python-dateutil [required: >=2.7, installed: 2.8.2]
      - six [required: >=1.5, installed: 1.16.0]
  - numpy [required: Any, installed: 1.26.4]
  - pillow [required: Any, installed: 10.2.0]
  - traitlets [required: <6, installed: 5.14.1]
isoduration==20.11.0
  - arrow [required: >=0.15.0, installed: 1.3.0]
    - python-dateutil [required: >=2.7.0, installed: 2.8.2]
      - six [required: >=1.5, installed: 1.16.0]
    - types-python-dateutil [required: >=2.8.10, installed: 2.8.19.20240106]
jsonpointer==2.4
lz4==4.3.3
MetPy==1.6.0
  - matplotlib [required: >=3.5.0, installed: 3.8.2]
    - contourpy [required: >=1.0.1, installed: 1.2.0]
      - numpy [required: >=1.20,<2.0, installed: 1.26.4]
    - cycler [required: >=0.10, installed: 0.12.1]
    - fonttools [required: >=4.22.0, installed: 4.48.1]
    - kiwisolver [required: >=1.3.1, installed: 1.4.5]
    - numpy [required: >=1.21,<2, installed: 1.26.4]
    - packaging [required: >=20.0, installed: 23.2]
    - pillow [required: >=8, installed: 10.2.0]
    - pyparsing [required: >=2.3.1, installed: 3.1.1]
    - python-dateutil [required: >=2.7, installed: 2.8.2]
      - six [required: >=1.5, installed: 1.16.0]
  - numpy [required: >=1.20.0, installed: 1.26.4]
  - pandas [required: >=1.4.0, installed: 2.2.0]
    - numpy [required: >=1.23.2,<2, installed: 1.26.4]
    - python-dateutil [required: >=2.8.2, installed: 2.8.2]
      - six [required: >=1.5, installed: 1.16.0]
    - pytz [required: >=2020.1, installed: 2024.1]
    - tzdata [required: >=2022.7, installed: 2023.4]
  - pint [required: >=0.17, installed: 0.23]
    - typing-extensions [required: Any, installed: 4.9.0]
  - pooch [required: >=1.2.0, installed: 1.8.0]
    - packaging [required: >=20.0, installed: 23.2]
    - platformdirs [required: >=2.5.0, installed: 4.2.0]
    - requests [required: >=2.19.0, installed: 2.31.0]
      - certifi [required: >=2017.4.17, installed: 2024.2.2]
      - charset-normalizer [required: >=2,<4, installed: 3.3.2]
      - idna [required: >=2.5,<4, installed: 3.6]
      - urllib3 [required: >=1.21.1,<3, installed: 2.2.0]
  - pyproj [required: >=3.0.0, installed: 3.6.1]
    - certifi [required: Any, installed: 2024.2.2]
  - scipy [required: >=1.8.0, installed: 1.12.0]
    - numpy [required: >=1.22.4,<1.29.0, installed: 1.26.4]
  - traitlets [required: >=5.0.5, installed: 5.14.1]
  - xarray [required: >=0.21.0, installed: 2024.1.1]
    - numpy [required: >=1.23, installed: 1.26.4]
    - packaging [required: >=22, installed: 23.2]
    - pandas [required: >=1.5, installed: 2.2.0]
      - numpy [required: >=1.23.2,<2, installed: 1.26.4]
      - python-dateutil [required: >=2.8.2, installed: 2.8.2]
        - six [required: >=1.5, installed: 1.16.0]
      - pytz [required: >=2020.1, installed: 2024.1]
      - tzdata [required: >=2022.7, installed: 2023.4]
nc-time-axis==1.4.1
  - cftime [required: >=1.5, installed: 1.6.3]
    - numpy [required: >1.13.3, installed: 1.26.4]
  - matplotlib [required: Any, installed: 3.8.2]
    - contourpy [required: >=1.0.1, installed: 1.2.0]
      - numpy [required: >=1.20,<2.0, installed: 1.26.4]
    - cycler [required: >=0.10, installed: 0.12.1]
    - fonttools [required: >=4.22.0, installed: 4.48.1]
    - kiwisolver [required: >=1.3.1, installed: 1.4.5]
    - numpy [required: >=1.21,<2, installed: 1.26.4]
    - packaging [required: >=20.0, installed: 23.2]
    - pillow [required: >=8, installed: 10.2.0]
    - pyparsing [required: >=2.3.1, installed: 3.1.1]
    - python-dateutil [required: >=2.7, installed: 2.8.2]
      - six [required: >=1.5, installed: 1.16.0]
  - numpy [required: Any, installed: 1.26.4]
netCDF4==1.6.5
  - certifi [required: Any, installed: 2024.2.2]
  - cftime [required: Any, installed: 1.6.3]
    - numpy [required: >1.13.3, installed: 1.26.4]
  - numpy [required: Any, installed: 1.26.4]
numbagg==0.8.0
  - numba [required: Any, installed: 0.59.0]
    - llvmlite [required: >=0.42.0dev0,<0.43, installed: 0.42.0]
    - numpy [required: >=1.22,<1.27, installed: 1.26.4]
  - numpy [required: Any, installed: 1.26.4]
opt-einsum==3.3.0
  - numpy [required: >=1.7, installed: 1.26.4]
pillar-youtube-upload==0.3.0
  - google-api-core [required: >=1.23.0, installed: 2.17.0]
    - google-auth [required: >=2.14.1,<3.0.dev0, installed: 2.27.0]
      - cachetools [required: >=2.0.0,<6.0, installed: 5.3.2]
      - pyasn1-modules [required: >=0.2.1, installed: 0.3.0]
        - pyasn1 [required: >=0.4.6,<0.6.0, installed: 0.5.1]
      - rsa [required: >=3.1.4,<5, installed: 4.9]
        - pyasn1 [required: >=0.1.3, installed: 0.5.1]
    - googleapis-common-protos [required: >=1.56.2,<2.0.dev0, installed: 1.62.0]
      - protobuf [required: >=3.19.5,<5.0.0.dev0,!=4.21.5,!=4.21.4,!=4.21.3,!=4.21.2,!=4.21.1,!=3.20.1,!=3.20.0, installed: 4.25.2]
    - protobuf [required: >=3.19.5,<5.0.0.dev0,!=4.21.5,!=4.21.4,!=4.21.3,!=4.21.2,!=4.21.1,!=4.21.0,!=3.20.1,!=3.20.0, installed: 4.25.2]
    - requests [required: >=2.18.0,<3.0.0.dev0, installed: 2.31.0]
      - certifi [required: >=2017.4.17, installed: 2024.2.2]
      - charset-normalizer [required: >=2,<4, installed: 3.3.2]
      - idna [required: >=2.5,<4, installed: 3.6]
      - urllib3 [required: >=1.21.1,<3, installed: 2.2.0]
  - google-api-python-client [required: >=1.12.5, installed: 2.117.0]
    - google-api-core [required: >=1.31.5,<3.0.0.dev0,!=2.3.0,!=2.2.*,!=2.1.*,!=2.0.*, installed: 2.17.0]
      - google-auth [required: >=2.14.1,<3.0.dev0, installed: 2.27.0]
        - cachetools [required: >=2.0.0,<6.0, installed: 5.3.2]
        - pyasn1-modules [required: >=0.2.1, installed: 0.3.0]
          - pyasn1 [required: >=0.4.6,<0.6.0, installed: 0.5.1]
        - rsa [required: >=3.1.4,<5, installed: 4.9]
          - pyasn1 [required: >=0.1.3, installed: 0.5.1]
      - googleapis-common-protos [required: >=1.56.2,<2.0.dev0, installed: 1.62.0]
        - protobuf [required: >=3.19.5,<5.0.0.dev0,!=4.21.5,!=4.21.4,!=4.21.3,!=4.21.2,!=4.21.1,!=3.20.1,!=3.20.0, installed: 4.25.2]
      - protobuf [required: >=3.19.5,<5.0.0.dev0,!=4.21.5,!=4.21.4,!=4.21.3,!=4.21.2,!=4.21.1,!=4.21.0,!=3.20.1,!=3.20.0, installed: 4.25.2]
      - requests [required: >=2.18.0,<3.0.0.dev0, installed: 2.31.0]
        - certifi [required: >=2017.4.17, installed: 2024.2.2]
        - charset-normalizer [required: >=2,<4, installed: 3.3.2]
        - idna [required: >=2.5,<4, installed: 3.6]
        - urllib3 [required: >=1.21.1,<3, installed: 2.2.0]
    - google-auth [required: >=1.19.0,<3.0.0.dev0, installed: 2.27.0]
      - cachetools [required: >=2.0.0,<6.0, installed: 5.3.2]
      - pyasn1-modules [required: >=0.2.1, installed: 0.3.0]
        - pyasn1 [required: >=0.4.6,<0.6.0, installed: 0.5.1]
      - rsa [required: >=3.1.4,<5, installed: 4.9]
        - pyasn1 [required: >=0.1.3, installed: 0.5.1]
    - google-auth-httplib2 [required: >=0.1.0, installed: 0.2.0]
      - google-auth [required: Any, installed: 2.27.0]
        - cachetools [required: >=2.0.0,<6.0, installed: 5.3.2]
        - pyasn1-modules [required: >=0.2.1, installed: 0.3.0]
          - pyasn1 [required: >=0.4.6,<0.6.0, installed: 0.5.1]
        - rsa [required: >=3.1.4,<5, installed: 4.9]
          - pyasn1 [required: >=0.1.3, installed: 0.5.1]
      - httplib2 [required: >=0.19.0, installed: 0.22.0]
        - pyparsing [required: >=2.4.2,<4,!=3.0.3,!=3.0.2,!=3.0.1,!=3.0.0, installed: 3.1.1]
    - httplib2 [required: >=0.15.0,<1.dev0, installed: 0.22.0]
      - pyparsing [required: >=2.4.2,<4,!=3.0.3,!=3.0.2,!=3.0.1,!=3.0.0, installed: 3.1.1]
    - uritemplate [required: >=3.0.1,<5, installed: 4.1.1]
  - google-auth [required: >=1.22.1, installed: 2.27.0]
    - cachetools [required: >=2.0.0,<6.0, installed: 5.3.2]
    - pyasn1-modules [required: >=0.2.1, installed: 0.3.0]
      - pyasn1 [required: >=0.4.6,<0.6.0, installed: 0.5.1]
    - rsa [required: >=3.1.4,<5, installed: 4.9]
      - pyasn1 [required: >=0.1.3, installed: 0.5.1]
  - httplib2 [required: >=0.18.1, installed: 0.22.0]
    - pyparsing [required: >=2.4.2,<4,!=3.0.3,!=3.0.2,!=3.0.1,!=3.0.0, installed: 3.1.1]
  - oauth2client [required: >=4.1.3, installed: 4.1.3]
    - httplib2 [required: >=0.9.1, installed: 0.22.0]
      - pyparsing [required: >=2.4.2,<4,!=3.0.3,!=3.0.2,!=3.0.1,!=3.0.0, installed: 3.1.1]
    - pyasn1 [required: >=0.1.7, installed: 0.5.1]
    - pyasn1-modules [required: >=0.0.5, installed: 0.3.0]
      - pyasn1 [required: >=0.4.6,<0.6.0, installed: 0.5.1]
    - rsa [required: >=3.1.4, installed: 4.9]
      - pyasn1 [required: >=0.1.3, installed: 0.5.1]
    - six [required: >=1.6.1, installed: 1.16.0]
pyarrow==15.0.0
  - numpy [required: >=1.16.6,<2, installed: 1.26.4]
pyarrow-hotfix==0.6
seaborn==0.13.2
  - matplotlib [required: >=3.4,!=3.6.1, installed: 3.8.2]
    - contourpy [required: >=1.0.1, installed: 1.2.0]
      - numpy [required: >=1.20,<2.0, installed: 1.26.4]
    - cycler [required: >=0.10, installed: 0.12.1]
    - fonttools [required: >=4.22.0, installed: 4.48.1]
    - kiwisolver [required: >=1.3.1, installed: 1.4.5]
    - numpy [required: >=1.21,<2, installed: 1.26.4]
    - packaging [required: >=20.0, installed: 23.2]
    - pillow [required: >=8, installed: 10.2.0]
    - pyparsing [required: >=2.3.1, installed: 3.1.1]
    - python-dateutil [required: >=2.7, installed: 2.8.2]
      - six [required: >=1.5, installed: 1.16.0]
  - numpy [required: >=1.20,!=1.24.0, installed: 1.26.4]
  - pandas [required: >=1.2, installed: 2.2.0]
    - numpy [required: >=1.23.2,<2, installed: 1.26.4]
    - python-dateutil [required: >=2.8.2, installed: 2.8.2]
      - six [required: >=1.5, installed: 1.16.0]
    - pytz [required: >=2020.1, installed: 2024.1]
    - tzdata [required: >=2022.7, installed: 2023.4]
siphon==0.9
  - beautifulsoup4 [required: >=4.6, installed: 4.12.3]
    - soupsieve [required: >1.2, installed: 2.5]
  - numpy [required: >=1.8, installed: 1.26.4]
  - pandas [required: Any, installed: 2.2.0]
    - numpy [required: >=1.23.2,<2, installed: 1.26.4]
    - python-dateutil [required: >=2.8.2, installed: 2.8.2]
      - six [required: >=1.5, installed: 1.16.0]
    - pytz [required: >=2020.1, installed: 2024.1]
    - tzdata [required: >=2022.7, installed: 2023.4]
  - protobuf [required: >=3.0.0a3, installed: 4.25.2]
  - requests [required: >=1.2, installed: 2.31.0]
    - certifi [required: >=2017.4.17, installed: 2024.2.2]
    - charset-normalizer [required: >=2,<4, installed: 3.3.2]
    - idna [required: >=2.5,<4, installed: 3.6]
    - urllib3 [required: >=1.21.1,<3, installed: 2.2.0]
uri-template==1.3.0
webcolors==1.13
zarr==2.16.1
  - asciitree [required: Any, installed: 0.3.3]
  - fasteners [required: Any, installed: 0.19]
  - numcodecs [required: >=0.10.0, installed: 0.12.1]
    - numpy [required: >=1.7, installed: 1.26.4]
  - numpy [required: >=1.20,!=1.21.0, installed: 1.26.4]

Thanks in advance for any help!

Operating System

Windows

Version

1.6

Python Version

3.11

Code to Reproduce

See above.

Errors, Traceback, and Logs

No response

Answered by dcamron

Feb 12, 2024

parse_cf primarily reads standard grid_mapping (or similar) metadata and creates a helper coordinate for cartopy and pyproj access to this projection information. It does not modify your existing coordinates. If you check out ds1.longitude you should see these same differences without MetPy being involved at all.

Given the warning in your x86 output

python3.11/site-packages/gribapi/__init__.py:23: UserWarning: ecCodes 2.31.0 or higher is recommended. You are running version 2.16.0

that is not visible in your osx-arm64 output, my gut spies different versions in your underlying ecCodes library, which is an important dependency for reading grib via the python eccodes library and cfgrib. I d…

View full answer

stackjohn · 2024-02-11T13:06:06Z

stackjohn
Feb 11, 2024
Author

After a little more investigation it seems like this might be an issue with cfgrib.

Converting the files to NetCDF files with -netcdf seems to resolve it.

I'd be interested if anyone has any thoughts as to why this happens but feel free to close.

0 replies

dcamron · 2024-02-12T19:52:49Z

dcamron
Feb 12, 2024
Maintainer

parse_cf primarily reads standard grid_mapping (or similar) metadata and creates a helper coordinate for cartopy and pyproj access to this projection information. It does not modify your existing coordinates. If you check out ds1.longitude you should see these same differences without MetPy being involved at all.

Given the warning in your x86 output

python3.11/site-packages/gribapi/__init__.py:23: UserWarning: ecCodes 2.31.0 or higher is recommended. You are running version 2.16.0

that is not visible in your osx-arm64 output, my gut spies different versions in your underlying ecCodes library, which is an important dependency for reading grib via the python eccodes library and cfgrib. I don't know for sure that's your culprit or have any additional insight on hand, but I'd start there myself.

There's additional information on the python-eccodes instructions that might help, and managing your environments with conda can ideally eliminate this headache as well. I hope this helps!

1 reply

stackjohn Feb 12, 2024
Author

Thank you @dcamron , that was indeed the issue.

The x86 machine had an older version of libeccodes installed, 2.16.0. The mac has 2.33.0.

The Pi has 2.28, quite a mix 🙂

I've downloaded and compiled 2.28 on the x86 to see if it then matches the Pi behaviour and it does 🎉. I'll look to update to 2.33.

Thank you for that, much appreciated!

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Inconsistent parsing of longitudes across cpu architectures #3395

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Inconsistent parsing of longitudes across cpu architectures #3395

stackjohn Feb 11, 2024

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stackjohn Feb 11, 2024 Author

dcamron Feb 12, 2024 Maintainer

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stackjohn
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Feb 12, 2024
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stackjohn Feb 12, 2024
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