Retrieving features with polytope¶
The polytope source provides access to the Polytope web services.
Timeseries Example¶
The following example demonstrates the retrieval of a timeseries using polytope via earthkit-data. It also shows conversion to xarray and visualisation of the time sereis as a meteogram.
[1]:
import earthkit.data
LOCATION = (-9.11, 38.79)
request = {
"class": "od",
"stream": "enfo",
"type": "pf",
"date": -1,
"time": "0000",
"levtype": "sfc",
"expver": "0001",
"domain": "g",
"param": "164/167/169",
"number": "1/to/50",
"step": "0/to/360",
"feature": {
"type": "timeseries",
"points": [[LOCATION[0], LOCATION[1]]],
"axes": "step",
},
}
ds = earthkit.data.from_source(
"polytope",
"ecmwf-mars",
request,
stream=False,
address="polytope.ecmwf.int",
)
2024-11-22 13:57:42 - INFO - Key read from /Users/cgr/.polytopeapirc
2024-11-22 13:57:42 - INFO - Sending request...
{'request': 'class: od\n'
'date: -1\n'
'domain: g\n'
"expver: '0001'\n"
'feature:\n'
' axes: step\n'
' points:\n'
' - - -9.11\n'
' - 38.79\n'
' type: timeseries\n'
'levtype: sfc\n'
'number: 1/to/50\n'
'param: 164/167/169\n'
'step: 0/to/360\n'
'stream: enfo\n'
"time: '0000'\n"
'type: pf\n',
'verb': 'retrieve'}
2024-11-22 13:57:42 - INFO - Polytope user key found in session cache for user cgr
2024-11-22 13:57:43 - INFO - Request accepted. Please poll ./b3ea404a-b95c-4056-a658-11524a350b79 for status
2024-11-22 13:57:43 - INFO - Polytope user key found in session cache for user cgr
2024-11-22 13:57:43 - INFO - Checking request status (./b3ea404a-b95c-4056-a658-11524a350b79)...
2024-11-22 13:57:43 - INFO - The current status of the request is 'processing'
2024-11-22 13:57:54 - INFO - The current status of the request is 'processed'
The collection being accessed is ecmwf-mars. The endpoint being accessed is the polytope.ecmwf.int.
A user can also convert the data to xarray in the following way:
[2]:
ds.to_xarray()
[2]:
<xarray.Dataset> Size: 176kB
Dimensions: (x: 1, y: 1, z: 1, number: 50, datetime: 1, t: 145)
Coordinates:
* x (x) float64 8B -9.104
* y (y) float64 8B 38.81
* z (z) int64 8B 0
* number (number) int64 400B 1 2 3 4 5 6 7 8 9 ... 43 44 45 46 47 48 49 50
* datetime (datetime) <U20 80B '2024-11-21T00:00:00Z'
* t (t) datetime64[ns] 1kB 2024-11-21 ... 2024-12-06
Data variables:
tcc (x, y, z, number, datetime, t) float64 58kB 0.9517 ... 0.2022
2t (x, y, z, number, datetime, t) float64 58kB 295.0 294.7 ... 297.2
ssrd (x, y, z, number, datetime, t) float64 58kB 0.0 0.0 ... 3.309e+08
Attributes:
class: od
Forecast date: 2024-11-21T00:00:00Z
domain: g
expver: 0001
levtype: sfc
number: 1
stream: enfo
type: pfThe following visualisation uses earthkit-plots.
Note: This notebook is rendered in many different ways depending on where you are viewing it (e.g. GitHub, Jupyter, readthedocs etc.). To maximise compatibility with many possible rendering methods, all interactive plots are rendered with chart.show(renderer=”png”), which removes all interactivity and only shows a PNG image render. If you are running this notebook in an interactive session yourself and would like to interact with the plots, remove the renderer=”png” argument from each call to chart.show().
[3]:
def location_to_string(location):
"""
Converts latitude and longitude to a string representation with degrees
and N/S/E/W.
"""
(lat, lon) = location
lat_dir = "N" if lat >= 0 else "S"
lon_dir = "E" if lon >= 0 else "W"
return f"{abs(lat):.2f}°{lat_dir}, {abs(lon):.2f}°{lon_dir}"
[4]:
from earthkit.plots.interactive import Chart
TIME_FREQUENCY = "6h"
QUANTILES = [0, 0.1, 0.25, 0.5, 0.75, 0.9, 1]
chart = Chart()
chart.title(f"ECMWF ensemble meteogram at {location_to_string(LOCATION)}")
chart.box(ds, time_frequency=TIME_FREQUENCY, quantiles=QUANTILES)
chart.line(ds, aggregation="mean", line_color="grey", time_frequency=TIME_FREQUENCY)
chart.show(renderer="png") # Replace with chart.show() in an interactive session!
Area Extraction¶
This example retrieves data using the polygon feature. Here we extract the bounds of Portugal.
[5]:
import earthkit.data
request = {
"class": "od",
"stream": "enfo",
"type": "pf",
"date": -1, # Note: date must be within the last two days
"time": "1200",
"levtype": "sfc",
"expver": "0001",
"domain": "g",
"param": "167/169",
"number": "1",
"step": "0",
"feature": {
"type": "polygon",
"shape": [
[41.870881288, -8.8791360],
[41.694339317422646, -8.824238614026456],
[40.171924585721314, -8.902386975546364],
[38.75694209400925, -9.493088042617785],
[38.42424252381525, -9.171674240710018],
[38.49907333213173, -8.676525850529856],
[37.057269459205145, -8.971873318897366],
[37.162874354643776, -7.406745406502978],
[38.19776118392036, -6.931663452624974],
[38.4280922170291, -7.321584397020473],
[39.011852875635526, -6.9787177479519755],
[39.66227871551288, -7.5393956904523804],
[39.66568774825791, -7.03915852435145],
[40.0019453234905, -6.883203763416162],
[40.20373392742229, -7.035724907677206],
[40.350463990828985, -6.8135246275213035],
[41.030499770212515, -6.905947651233703],
[41.593647729084154, -6.22847017956974],
[41.67712153119277, -6.544984134823352],
[41.949682257268876, -6.567927092516641],
[41.96960294343674, -7.1747800681640115],
[41.88337981339092, -7.196871678410446],
[41.81334515396762, -8.156666519264604],
[42.14242723772878, -8.205142297350534],
[41.870881288, -8.8791360],
],
},
}
ds = earthkit.data.from_source("polytope", "ecmwf-mars", request, stream=False, address="polytope.ecmwf.int")
DEBUG:polytope.api.Client.JAN97P:Gathered Polytope client configuration:
{'address': 'polytope.ecmwf.int',
'insecure': False,
'key_path': PosixPath('/Users/cgr/.polytopeapirc'),
'log_file': None,
'log_level': 'DEBUG',
'password': None,
'port': None,
'quiet': False,
'skip_tls': False,
'user_email': None,
'user_key': None,
'username': 'cgr',
'verbose': False}
DEBUG:polytope.api.Client.JAN97P:Creating Polytope client...
2024-11-22 13:58:13 - INFO - Key read from /Users/cgr/.polytopeapirc
INFO:polytope.api.Client.JAN97P:Key read from /Users/cgr/.polytopeapirc
2024-11-22 13:58:13 - INFO - Sending request...
{'request': 'class: od\n'
'date: -1\n'
'domain: g\n'
"expver: '0001'\n"
'feature:\n'
' shape:\n'
' - - 41.870881288\n'
' - -8.879136\n'
' - - 41.694339317422646\n'
' - -8.824238614026456\n'
' - - 40.171924585721314\n'
' - -8.902386975546364\n'
' - - 38.75694209400925\n'
' - -9.493088042617785\n'
' - - 38.42424252381525\n'
' - -9.171674240710018\n'
' - - 38.49907333213173\n'
' - -8.676525850529856\n'
' - - 37.057269459205145\n'
' - -8.971873318897366\n'
' - - 37.162874354643776\n'
' - -7.406745406502978\n'
' - - 38.19776118392036\n'
' - -6.931663452624974\n'
' - - 38.4280922170291\n'
' - -7.321584397020473\n'
' - - 39.011852875635526\n'
' - -6.9787177479519755\n'
' - - 39.66227871551288\n'
' - -7.5393956904523804\n'
' - - 39.66568774825791\n'
' - -7.03915852435145\n'
' - - 40.0019453234905\n'
' - -6.883203763416162\n'
' - - 40.20373392742229\n'
' - -7.035724907677206\n'
' - - 40.350463990828985\n'
' - -6.8135246275213035\n'
' - - 41.030499770212515\n'
' - -6.905947651233703\n'
' - - 41.593647729084154\n'
' - -6.22847017956974\n'
' - - 41.67712153119277\n'
' - -6.544984134823352\n'
' - - 41.949682257268876\n'
' - -6.567927092516641\n'
' - - 41.96960294343674\n'
' - -7.1747800681640115\n'
' - - 41.88337981339092\n'
' - -7.196871678410446\n'
' - - 41.81334515396762\n'
' - -8.156666519264604\n'
' - - 42.14242723772878\n'
' - -8.205142297350534\n'
' - - 41.870881288\n'
' - -8.879136\n'
' type: polygon\n'
'levtype: sfc\n'
"number: '1'\n"
'param: 167/169\n'
"step: '0'\n"
'stream: enfo\n'
"time: '1200'\n"
'type: pf\n',
'verb': 'retrieve'}
INFO:polytope.api.Client.JAN97P:Sending request...
{'request': 'class: od\n'
'date: -1\n'
'domain: g\n'
"expver: '0001'\n"
'feature:\n'
' shape:\n'
' - - 41.870881288\n'
' - -8.879136\n'
' - - 41.694339317422646\n'
' - -8.824238614026456\n'
' - - 40.171924585721314\n'
' - -8.902386975546364\n'
' - - 38.75694209400925\n'
' - -9.493088042617785\n'
' - - 38.42424252381525\n'
' - -9.171674240710018\n'
' - - 38.49907333213173\n'
' - -8.676525850529856\n'
' - - 37.057269459205145\n'
' - -8.971873318897366\n'
' - - 37.162874354643776\n'
' - -7.406745406502978\n'
' - - 38.19776118392036\n'
' - -6.931663452624974\n'
' - - 38.4280922170291\n'
' - -7.321584397020473\n'
' - - 39.011852875635526\n'
' - -6.9787177479519755\n'
' - - 39.66227871551288\n'
' - -7.5393956904523804\n'
' - - 39.66568774825791\n'
' - -7.03915852435145\n'
' - - 40.0019453234905\n'
' - -6.883203763416162\n'
' - - 40.20373392742229\n'
' - -7.035724907677206\n'
' - - 40.350463990828985\n'
' - -6.8135246275213035\n'
' - - 41.030499770212515\n'
' - -6.905947651233703\n'
' - - 41.593647729084154\n'
' - -6.22847017956974\n'
' - - 41.67712153119277\n'
' - -6.544984134823352\n'
' - - 41.949682257268876\n'
' - -6.567927092516641\n'
' - - 41.96960294343674\n'
' - -7.1747800681640115\n'
' - - 41.88337981339092\n'
' - -7.196871678410446\n'
' - - 41.81334515396762\n'
' - -8.156666519264604\n'
' - - 42.14242723772878\n'
' - -8.205142297350534\n'
' - - 41.870881288\n'
' - -8.879136\n'
' type: polygon\n'
'levtype: sfc\n'
"number: '1'\n"
'param: 167/169\n'
"step: '0'\n"
'stream: enfo\n'
"time: '1200'\n"
'type: pf\n',
'verb': 'retrieve'}
2024-11-22 13:58:13 - INFO - Polytope user key found in session cache for user cgr
INFO:polytope.api.Client.JAN97P:Polytope user key found in session cache for user cgr
DEBUG:polytope.api.Client.JAN97P:Polytope client attempting HTTP POST https://polytope.ecmwf.int:443/api/v1/requests/ecmwf-mars
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': {'verb': 'retrieve', 'request': "class: od\ndate: -1\ndomain: g\nexpver: '0001'\nfeature:\n shape:\n - - 41.870881288\n - -8.879136\n - - 41.694339317422646\n - -8.824238614026456\n - - 40.171924585721314\n - -8.902386975546364\n - - 38.75694209400925\n - -9.493088042617785\n - - 38.42424252381525\n - -9.171674240710018\n - - 38.49907333213173\n - -8.676525850529856\n - - 37.057269459205145\n - -8.971873318897366\n - - 37.162874354643776\n - -7.406745406502978\n - - 38.19776118392036\n - -6.931663452624974\n - - 38.4280922170291\n - -7.321584397020473\n - - 39.011852875635526\n - -6.9787177479519755\n - - 39.66227871551288\n - -7.5393956904523804\n - - 39.66568774825791\n - -7.03915852435145\n - - 40.0019453234905\n - -6.883203763416162\n - - 40.20373392742229\n - -7.035724907677206\n - - 40.350463990828985\n - -6.8135246275213035\n - - 41.030499770212515\n - -6.905947651233703\n - - 41.593647729084154\n - -6.22847017956974\n - - 41.67712153119277\n - -6.544984134823352\n - - 41.949682257268876\n - -6.567927092516641\n - - 41.96960294343674\n - -7.1747800681640115\n - - 41.88337981339092\n - -7.196871678410446\n - - 41.81334515396762\n - -8.156666519264604\n - - 42.14242723772878\n - -8.205142297350534\n - - 41.870881288\n - -8.879136\n type: polygon\nlevtype: sfc\nnumber: '1'\nparam: 167/169\nstep: '0'\nstream: enfo\ntime: '1200'\ntype: pf\n"}}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "POST /api/v1/requests/ecmwf-mars HTTP/1.1" 202 49
DEBUG:polytope.api.Client.JAN97P:Polytope client received HTTP SUCCESS (202)
2024-11-22 13:58:13 - INFO - Request accepted. Please poll ./4117ab79-8ec4-4e48-8b09-66851ae264e1 for status
INFO:polytope.api.Client.JAN97P:Request accepted. Please poll ./4117ab79-8ec4-4e48-8b09-66851ae264e1 for status
DEBUG:polytope.api.Client.JAN97P:Server message: Request queued
2024-11-22 13:58:13 - INFO - Polytope user key found in session cache for user cgr
INFO:polytope.api.Client.JAN97P:Polytope user key found in session cache for user cgr
2024-11-22 13:58:13 - INFO - Checking request status (./4117ab79-8ec4-4e48-8b09-66851ae264e1)...
INFO:polytope.api.Client.JAN97P:Checking request status (./4117ab79-8ec4-4e48-8b09-66851ae264e1)...
DEBUG:polytope.api.Client.JAN97P:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./4117ab79-8ec4-4e48-8b09-66851ae264e1
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/4117ab79-8ec4-4e48-8b09-66851ae264e1 HTTP/1.1" 202 49
DEBUG:polytope.api.Client.JAN97P:Polytope client received HTTP SUCCESS (202)
2024-11-22 13:58:13 - INFO - The current status of the request is 'queued'
INFO:polytope.api.Client.JAN97P:The current status of the request is 'queued'
DEBUG:polytope.api.Client.JAN97P:Server message: Request queued
DEBUG:polytope.api.Client.JAN97P:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./4117ab79-8ec4-4e48-8b09-66851ae264e1
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/4117ab79-8ec4-4e48-8b09-66851ae264e1 HTTP/1.1" 202 49
DEBUG:polytope.api.Client.JAN97P:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.JAN97P:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./4117ab79-8ec4-4e48-8b09-66851ae264e1
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/4117ab79-8ec4-4e48-8b09-66851ae264e1 HTTP/1.1" 202 49
DEBUG:polytope.api.Client.JAN97P:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.JAN97P:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./4117ab79-8ec4-4e48-8b09-66851ae264e1
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/4117ab79-8ec4-4e48-8b09-66851ae264e1 HTTP/1.1" 202 57
DEBUG:polytope.api.Client.JAN97P:Polytope client received HTTP SUCCESS (202)
2024-11-22 13:58:14 - INFO - The current status of the request is 'processing'
INFO:polytope.api.Client.JAN97P:The current status of the request is 'processing'
DEBUG:polytope.api.Client.JAN97P:Server message: Request processing
DEBUG:polytope.api.Client.JAN97P:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./4117ab79-8ec4-4e48-8b09-66851ae264e1
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/4117ab79-8ec4-4e48-8b09-66851ae264e1 HTTP/1.1" 202 57
DEBUG:polytope.api.Client.JAN97P:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.JAN97P:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./4117ab79-8ec4-4e48-8b09-66851ae264e1
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/4117ab79-8ec4-4e48-8b09-66851ae264e1 HTTP/1.1" 202 57
DEBUG:polytope.api.Client.JAN97P:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.JAN97P:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./4117ab79-8ec4-4e48-8b09-66851ae264e1
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/4117ab79-8ec4-4e48-8b09-66851ae264e1 HTTP/1.1" 202 57
DEBUG:polytope.api.Client.JAN97P:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.JAN97P:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./4117ab79-8ec4-4e48-8b09-66851ae264e1
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/4117ab79-8ec4-4e48-8b09-66851ae264e1 HTTP/1.1" 202 57
DEBUG:polytope.api.Client.JAN97P:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.JAN97P:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./4117ab79-8ec4-4e48-8b09-66851ae264e1
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/4117ab79-8ec4-4e48-8b09-66851ae264e1 HTTP/1.1" 303 176
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): download-polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://download-polytope.ecmwf.int:443 "GET /default/4117ab79-8ec4-4e48-8b09-66851ae264e1.covjson HTTP/1.1" 200 72919
DEBUG:polytope.api.Client.JAN97P:Polytope client received HTTP SUCCESS (200)
2024-11-22 13:58:17 - INFO - The current status of the request is 'processed'
INFO:polytope.api.Client.JAN97P:The current status of the request is 'processed'
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): download-polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://download-polytope.ecmwf.int:443 "HEAD /default/4117ab79-8ec4-4e48-8b09-66851ae264e1.covjson HTTP/1.1" 200 0
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): download-polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://download-polytope.ecmwf.int:443 "GET /default/4117ab79-8ec4-4e48-8b09-66851ae264e1.covjson HTTP/1.1" 200 72919
[6]:
import earthkit.plots
da = ds.to_xarray()
chart = earthkit.plots.Map(domain="Portugal")
chart.point_cloud(da["2t"], x="y", y="x")
chart.coastlines()
chart.borders()
chart.gridlines()
chart.title("{variable_name} (number={number})")
chart.legend()
chart.show()
Country Cut-Out Example¶
In this example we use earthkit-geo to retrieve cut-outs of various European countries.
[7]:
import earthkit.geo.cartography
import earthkit.plots
import earthkit
countries = ["France", "Italy", "Spain"] # List of countries
shapes = earthkit.geo.cartography.country_polygons(countries, resolution=50e6)
request = {
"class": "od",
"stream": "oper",
"type": "fc",
"levtype": "sfc",
"date": 0,
"time": 0,
"expver": 1,
"param": [167],
"step": 0,
"feature": {
"type": "polygon",
"shape": shapes,
},
}
ds = earthkit.data.from_source("polytope", "ecmwf-mars", request, stream=False, address="polytope.ecmwf.int")
/opt/homebrew/Caskroom/miniforge/base/envs/dev_ecc/lib/python3.10/site-packages/cartopy/io/__init__.py:241: DownloadWarning:
Downloading: https://naturalearth.s3.amazonaws.com/50m_cultural/ne_50m_admin_0_map_units.zip
WARNING:fiona._env:/Users/cgr/.local/share/cartopy/shapefiles/natural_earth/cultural/ne_50m_admin_0_map_units.shp contains polygon(s) with rings with invalid winding order. Autocorrecting them, but that shapefile should be corrected using ogr2ogr for example.
DEBUG:polytope.api.Client.LAEQE3:Gathered Polytope client configuration:
{'address': 'polytope.ecmwf.int',
'insecure': False,
'key_path': PosixPath('/Users/cgr/.polytopeapirc'),
'log_file': None,
'log_level': 'DEBUG',
'password': None,
'port': None,
'quiet': False,
'skip_tls': False,
'user_email': None,
'user_key': None,
'username': 'cgr',
'verbose': False}
DEBUG:polytope.api.Client.LAEQE3:Creating Polytope client...
2024-11-22 13:58:21 - INFO - Key read from /Users/cgr/.polytopeapirc
INFO:polytope.api.Client.LAEQE3:Key read from /Users/cgr/.polytopeapirc
2024-11-22 13:58:21 - INFO - Sending request...
{'request': 'class: od\n'
'date: 0\n'
'expver: 1\n'
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INFO:polytope.api.Client.LAEQE3:Sending request...
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2024-11-22 13:58:21 - INFO - Polytope user key found in session cache for user cgr
INFO:polytope.api.Client.LAEQE3:Polytope user key found in session cache for user cgr
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP POST https://polytope.ecmwf.int:443/api/v1/requests/ecmwf-mars
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DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "POST /api/v1/requests/ecmwf-mars HTTP/1.1" 202 49
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
2024-11-22 13:58:21 - INFO - Request accepted. Please poll ./253270ad-c552-431f-9b8c-f279b9ae7d0d for status
INFO:polytope.api.Client.LAEQE3:Request accepted. Please poll ./253270ad-c552-431f-9b8c-f279b9ae7d0d for status
DEBUG:polytope.api.Client.LAEQE3:Server message: Request queued
2024-11-22 13:58:21 - INFO - Polytope user key found in session cache for user cgr
INFO:polytope.api.Client.LAEQE3:Polytope user key found in session cache for user cgr
2024-11-22 13:58:21 - INFO - Checking request status (./253270ad-c552-431f-9b8c-f279b9ae7d0d)...
INFO:polytope.api.Client.LAEQE3:Checking request status (./253270ad-c552-431f-9b8c-f279b9ae7d0d)...
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 49
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
2024-11-22 13:58:21 - INFO - The current status of the request is 'queued'
INFO:polytope.api.Client.LAEQE3:The current status of the request is 'queued'
DEBUG:polytope.api.Client.LAEQE3:Server message: Request queued
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 57
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
2024-11-22 13:58:21 - INFO - The current status of the request is 'processing'
INFO:polytope.api.Client.LAEQE3:The current status of the request is 'processing'
DEBUG:polytope.api.Client.LAEQE3:Server message: Request processing
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 57
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 57
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 57
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 57
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 57
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 57
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 57
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 57
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 57
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 57
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 57
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 57
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 57
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 202 57
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (202)
DEBUG:polytope.api.Client.LAEQE3:Polytope client attempting HTTP GET https://polytope.ecmwf.int:443/api/v1/requests/./253270ad-c552-431f-9b8c-f279b9ae7d0d
{'headers': {'Authorization': 'EmailKey Sandor.Kertesz@ecmwf.int:c2a9188442452fc6cf3a881cfa689648'}, 'json': None}
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://polytope.ecmwf.int:443 "GET /api/v1/requests/253270ad-c552-431f-9b8c-f279b9ae7d0d HTTP/1.1" 303 177
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): download-polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://download-polytope.ecmwf.int:443 "GET /default/253270ad-c552-431f-9b8c-f279b9ae7d0d.covjson HTTP/1.1" 200 929927
DEBUG:polytope.api.Client.LAEQE3:Polytope client received HTTP SUCCESS (200)
2024-11-22 13:58:33 - INFO - The current status of the request is 'processed'
INFO:polytope.api.Client.LAEQE3:The current status of the request is 'processed'
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): download-polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://download-polytope.ecmwf.int:443 "HEAD /default/253270ad-c552-431f-9b8c-f279b9ae7d0d.covjson HTTP/1.1" 200 0
DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): download-polytope.ecmwf.int:443
DEBUG:urllib3.connectionpool:https://download-polytope.ecmwf.int:443 "GET /default/253270ad-c552-431f-9b8c-f279b9ae7d0d.covjson HTTP/1.1" 200 929927
[8]:
xa = ds.to_xarray()
chart = earthkit.plots.Map(domain=countries)
chart.point_cloud(xa["2t"], x="y", y="x")
chart.coastlines()
chart.borders()
chart.gridlines()
chart.legend()
chart.show()
For further examples of using polytope go to https://polytope.readthedocs.io/en/latest/Service/Examples/examples/