1. GIS module¶
GIS operations are integral to hydrology processes. This page demonstrates how to use xhydro
to perform GIS manipulations such as delineating watershed boundaries and extracting physiographic, climatological and geographical variables at the watershed scale.
[17]:
import leafmap
import pandas as pd
import xarray as xr
import xclim
import xdatasets as xd
from IPython.core.display import HTML, display
import xhydro.gis as xhgis
from xhydro.indicators import get_yearly_op
1.1. Watershed delineation¶
Currently, watershed delineation uses HydroBASINS (hybas_na_lev01-12_v1c) and can work in any location in North America. The process involves assessing all upstream sub-basins from a specified outlet and consolidating them into a unified watershed. The leafmap library is employed for generating interactive maps. This map serves the purpose of selecting outlets or visualizing the resulting watershed boundaries. Although utilizing the map is not essential for conducting the calculations, it proves useful for visualization purposes.
[18]:
m = leafmap.Map(center=(48.63, -74.71), zoom=5, basemap="USGS Hydrography")
m
[18]:
1.1.1. a) From a list of coordinates¶
In this scenario, we select two pour points, with each one representing the outlet for the watersheds of Lac Saint-Jean and the Ottawa River, respectively.
[19]:
lng_lat = [
(-69.81971, 48.14720), # Lac Saint-Jean watershed
(-74.393438, 45.572442), # Ottawa river watershed
]
1.1.2. b) From markers on a map¶
Instead of using a list, a more interactive approach is to directly select outlets from the existing map m
. The following image illustrates the process of selecting pour points by dragging markers to the desired locations on the map.
The next cell is only useful for the documentation as it simulates a user selecting an outlet from the map m
. You should instead remove this code and interact with the map in object m
as shown above by positionning markers at sites of interest
[20]:
m.draw_features = [
{
"type": "Feature",
"properties": {},
"geometry": {"type": "Point", "coordinates": [-73.118597, 46.042467]},
}
] # Richelieu watershed
After selecting points using either approach a) or b), or a combination of both, we can initiate the watershed delineation calculation.
[21]:
gdf = xhgis.watershed_delineation(coordinates=lng_lat, map=m)
gdf
[21]:
HYBAS_ID | Upstream Area (sq. km). | geometry | category | color | |
---|---|---|---|---|---|
0 | 7120034330 | 87595.8 | POLYGON ((-74.37864 48.88141, -74.37452 48.886... | 3 | #41b6c4 |
1 | 7120398781 | 144026.8 | POLYGON ((-80.07991 46.77860, -80.08529 46.782... | 5 | #081d58 |
2 | 7120382860 | 23717.7 | POLYGON ((-73.77437 43.36757, -73.77557 43.388... | 1 | #ffffd9 |
The outcomes are stored in a GeoPandas gpd.GeoDataFrame
(gdf
) object, allowing us to save our polygons in various common formats such as an ESRI Shapefile or GeoJSON. If a map m
is present, the polygons will automatically be added to it. If you want to visualize the map, simply type m
in the code cell to render it. If displaying the map directly is not compatible with your notebook interpreter, you can utilize the following code to extract the HTML from the map and plot it:
[22]:
m.zoom_to_gdf(gdf)
1.1.3. c) From xdatasets¶
Automatically delineating watershed boundaries is a valuable tool in the toolbox, but users are encouraged to utilize official watershed boundaries if they already exist, instead of creating new ones. This functionality fetches a list of basins from xdatasets supported datasets, and upon request, xdatasets provides a gpd.GeoDataFrame
containing the precalculated boundaries for these basins. Currently,
the following watershed sources are available as of today.:
[23]:
gdf = xd.Query(
**{
"datasets": {
"deh_polygons": {
"id": ["031*", "0421*"],
"regulated": ["Natural"],
}
}
}
).data.reset_index()
gdf
[23]:
Station | Superficie | geometry | |
---|---|---|---|
0 | 031501 | 21.868620 | POLYGON ((-72.47379 46.23340, -72.46888 46.228... |
1 | 031502 | 15.708960 | POLYGON ((-72.50127 46.21216, -72.50086 46.213... |
2 | 042103 | 579.479614 | POLYGON ((-78.49014 46.64514, -78.49010 46.645... |
1.2. Extract watershed properties¶
After obtaining our watershed boundaries, we can extract valuable properties such as geographical information, land use classification and climatological data from the delineated watersheds.
1.2.1. a) Geographical watershed properties¶
Initially, we extract geographical properties of the watershed, including the perimeter, total area, Gravelius coefficient and basin centroid. It’s important to note that this function returns all the columns present in the provided gpd.GeoDataFrame
argument.
[24]:
[24]:
Station | Superficie | area | perimeter | gravelius | centroid | |
---|---|---|---|---|---|---|
0 | 031501 | 21.868620 | 2.186862e+07 | 27186.996845 | 1.640007 | (-72.48631199105834, 46.22277542928622) |
1 | 031502 | 15.708960 | 1.570896e+07 | 20263.293021 | 1.442220 | (-72.47966677792694, 46.21359517038631) |
2 | 042103 | 579.479614 | 5.794796e+08 | 283765.058390 | 3.325331 | (-78.37036445281987, 46.48287117609677) |
For added convenience, we can also retrieve the same results in the form of an xarray.Dataset
:
[25]:
xhgis.watershed_properties(
gdf[["Station", "geometry"]], unique_id="Station", output_format="xarray"
)
[25]:
<xarray.Dataset> Size: 120B Dimensions: (Station: 3) Coordinates: * Station (Station) object 24B '031501' '031502' '042103' Data variables: area (Station) float64 24B 2.187e+07 1.571e+07 5.795e+08 perimeter (Station) float64 24B 2.719e+04 2.026e+04 2.838e+05 gravelius (Station) float64 24B 1.64 1.442 3.325 centroid (Station) object 24B (-72.48631199105834, 46.22277542928622) ....
- Station: 3
- Station(Station)object'031501' '031502' '042103'
array(['031501', '031502', '042103'], dtype=object)
- area(Station)float642.187e+07 1.571e+07 5.795e+08
- units :
- m2
array([2.18686190e+07, 1.57089594e+07, 5.79479640e+08])
- perimeter(Station)float642.719e+04 2.026e+04 2.838e+05
- units :
- m
array([ 27186.99684456, 20263.29302087, 283765.0583903 ])
- gravelius(Station)float641.64 1.442 3.325
- units :
- m/m
array([1.64000671, 1.44221957, 3.3253311 ])
- centroid(Station)object(-72.48631199105834, 46.22277542...
- units :
- ('degree_east', 'degree_north')
array([(-72.48631199105834, 46.22277542928622), (-72.47966677792694, 46.21359517038631), (-78.37036445281987, 46.48287117609677)], dtype=object)
- StationPandasIndex
PandasIndex(Index(['031501', '031502', '042103'], dtype='object', name='Station'))
1.2.2. b) Land-use classification¶
Land use classification is powered by the Planetary Computer’s STAC catalog. It uses the 10m Annual Land Use Land Cover
dataset by default (« io-lulc-9-class »), but other collections can be specified by using the collection argument.
[26]:
df = xhgis.land_use_classification(gdf, unique_id="Station")
df
[26]:
pct_crops | pct_built_area | pct_trees | pct_rangeland | pct_water | pct_bare_ground | pct_flooded_vegetation | pct_snow/ice | |
---|---|---|---|---|---|---|---|---|
Station | ||||||||
031501 | 0.776151 | 0.030159 | 0.191648 | 0.002042 | 0.000000 | 0.000000 | 0.000000 | 0.000000e+00 |
031502 | 0.755217 | 0.023085 | 0.218869 | 0.002830 | 0.000000 | 0.000000 | 0.000000 | 0.000000e+00 |
042103 | 0.000000 | 0.000101 | 0.863602 | 0.026126 | 0.109987 | 0.000021 | 0.000162 | 3.780111e-07 |
[27]:
ax = xhgis.land_use_plot(gdf, unique_id="Station", idx=2)
1.2.3. c) Climate indicators¶
The step of extracting climatic indicators is the most complex. Indeed, to accomplish this, access to a weather dataset for the various watersheds within our gdf
object is required. Fortunately, xdatasets
precisely facilitates such operations. Indeed, xdatasets
allows extracting from a gridded dataset all the pixels contained within a watershed while respecting the weighting of the watershed intersecting each pixel.Subsequently, the function get_yearly_op
, built upon the
xclim
library, offers impressive flexibility in defining indicators tailored to the user’s needs.
To initiate the process, we employ ERA5-Land reanalysis data spanning the period from 1981 to 2010 as our climatological dataset.
[28]:
datasets = {
"era5_land_reanalysis": {"variables": ["t2m", "tp", "sd"]},
}
space = {
"clip": "polygon", # bbox, point or polygon
"averaging": True,
"geometry": gdf, # 3 polygons
"unique_id": "Station",
}
time = {
"start": "1981-01-01",
"end": "2010-12-31",
"timezone": "America/Montreal",
}
ds = xd.Query(datasets=datasets, space=space, time=time).data.squeeze()
Because the next few steps use xclim under the hood, the dataset is required to be CF-compliant. At a minimum, the xarray.DataArray
used must follow these principles:
The dataset needs a time dimension, usually at a daily frequency with no missing timesteps (NaNs are supported). If your data differs from that, you’ll need to be extra careful on the results provided.
If there is a spatial dimension, such as «
Station
» in the example below, it needs an attributecf_role
withtimeseries_id
as its value.The variable will at the very least need a
units
attribute, although other attributes such aslong_name
andcell_methods
are also expected byxclim
and warnings will be generated if they are missing.While this is not necessary for get_yearly_op, variable names should be one of those supported here for maximum compatibility.
The following code adds the missing attributes :
[29]:
ds = ds.rename({"t2m": "tas", "tp": "pr", "sd": "snd"})
ds["tas"] = xclim.core.units.convert_units_to(
ds["tas"], "degC"
) # Convert from degK to degC
ds["tas"].attrs.update({"cell_methods": "time: mean"})
ds["pr"].attrs.update({"units": "m d-1", "cell_methods": "time: mean within days"})
ds["pr"] = xclim.core.units.convert_units_to(
ds["pr"], "mm d-1"
) # Convert from m/d to mm/d
ds["snd"].attrs.update({"units": "m", "cell_methods": "time: mean within days"})
ds["snd"] = xclim.core.units.convert_units_to(ds["snd"], "mm") # Convert from m to mm
ds
[29]:
<xarray.Dataset> Size: 21MB Dimensions: (time: 262968, Station: 3) Coordinates: * time (time) datetime64[ns] 2MB 1981-01-01 ... 2010-12-31T23:00:00 * Station (Station) object 24B '031501' '031502' '042103' source <U20 80B 'era5_land_reanalysis' Data variables: tas (Station, time) float64 6MB -23.29 -23.28 -23.49 ... 2.389 2.339 pr (Station, time) float64 6MB 0.0 0.0 0.0 ... 0.003698 0.0006662 snd (Station, time) float64 6MB 55.07 55.07 55.07 ... 64.58 64.21 63.84
- time: 262968
- Station: 3
- time(time)datetime64[ns]1981-01-01 ... 2010-12-31T23:00:00
array(['1981-01-01T00:00:00.000000000', '1981-01-01T01:00:00.000000000', '1981-01-01T02:00:00.000000000', ..., '2010-12-31T21:00:00.000000000', '2010-12-31T22:00:00.000000000', '2010-12-31T23:00:00.000000000'], dtype='datetime64[ns]')
- Station(Station)object'031501' '031502' '042103'
- cf_role :
- timeseries_id
array(['031501', '031502', '042103'], dtype=object)
- source()<U20'era5_land_reanalysis'
array('era5_land_reanalysis', dtype='<U20')
- tas(Station, time)float64-23.29 -23.28 ... 2.389 2.339
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- unknown
- GRIB_cfVarName :
- t2m
- GRIB_dataType :
- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 167
- GRIB_shortName :
- 2t
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- 2 metre temperature
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
array([[-23.28822588, -23.27912287, -23.49087885, ..., 2.83788666, 2.70646034, 2.4310486 ], [-23.31938812, -23.30393538, -23.54079412, ..., 2.86474679, 2.73432873, 2.45404823], [-21.71574848, -21.86092699, -21.64519897, ..., 2.4546858 , 2.38858784, 2.33939909]])
- pr(Station, time)float640.0 0.0 0.0 ... 0.003698 0.0006662
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- unknown
- GRIB_cfVarName :
- tp
- GRIB_dataType :
- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- Total precipitation
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 228
- GRIB_shortName :
- tp
- GRIB_stepType :
- accum
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- m
- long_name :
- Total precipitation
- standard_name :
- unknown
- units :
- mm d-1
- cell_methods :
- time: mean within days
array([[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ..., 2.05977317e-02, 3.16449758e-01, 1.18959296e+00], [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ..., 1.58205582e-02, 3.07860781e-01, 1.18625827e+00], [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ..., 6.75786463e-02, 3.69828482e-03, 6.66245147e-04]])
- snd(Station, time)float6455.07 55.07 55.07 ... 64.21 63.84
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- lwe_thickness_of_surface_snow_amount
- GRIB_cfVarName :
- sd
- GRIB_dataType :
- an
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- Snow depth
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 141
- GRIB_shortName :
- sd
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- m of water equivalent
- long_name :
- Snow depth
- standard_name :
- lwe_thickness_of_surface_snow_amount
- units :
- mm
- cell_methods :
- time: mean within days
array([[55.0743319 , 55.07432449, 55.07432449, ..., 35.97044805, 35.67134084, 35.41302639], [54.10321706, 54.10320674, 54.10320674, ..., 35.57231545, 35.26789736, 35.00541001], [99.38436078, 99.3800334 , 99.37617487, ..., 64.57584623, 64.20917775, 63.84102413]])
- timePandasIndex
PandasIndex(DatetimeIndex(['1981-01-01 00:00:00', '1981-01-01 01:00:00', '1981-01-01 02:00:00', '1981-01-01 03:00:00', '1981-01-01 04:00:00', '1981-01-01 05:00:00', '1981-01-01 06:00:00', '1981-01-01 07:00:00', '1981-01-01 08:00:00', '1981-01-01 09:00:00', ... '2010-12-31 14:00:00', '2010-12-31 15:00:00', '2010-12-31 16:00:00', '2010-12-31 17:00:00', '2010-12-31 18:00:00', '2010-12-31 19:00:00', '2010-12-31 20:00:00', '2010-12-31 21:00:00', '2010-12-31 22:00:00', '2010-12-31 23:00:00'], dtype='datetime64[ns]', name='time', length=262968, freq=None))
- StationPandasIndex
PandasIndex(Index(['031501', '031502', '042103'], dtype='object', name='Station'))
In the second step, we can define seasons using indexers that are compatible with xclim.core.calendar.select_time
. There are currently four accepted types of indexers:
month
, followed by a sequence of month numbers.season
, followed by one or more of‘DJF’
,‘MAM’
,‘JJA’
, and‘SON’
.doy_bounds
, followed by a sequence representing the inclusive bounds of the period to be considered ('start'
,'end'
).date_bounds
, which is the same as above, but using a month-day ('%m-%d'
) format.
Following this, we specify the operations we intend to calculate for each variable. The supported operations include "max"
, "min"
, "mean"
, and "sum"
.
[30]:
timeargs = {
"01": {"month": [1]},
"02": {"month": [2]},
"03": {"month": [3]},
"04": {"month": [4]},
"05": {"month": [5]},
"06": {"month": [6]},
"07": {"month": [7]},
"08": {"month": [8]},
"09": {"month": [9]},
"10": {"month": [10]},
"11": {"month": [11]},
"12": {"month": [12]},
"spring": {"date_bounds": ["02-11", "06-19"]},
"summer_fall": {"date_bounds": ["06-20", "11-19"]},
"year": {"date_bounds": ["01-01", "12-31"]},
}
operations = {
"tas": ["max", "mean", "min"],
"pr": ["sum"],
"snd": ["mean"],
}
The combination of timeargs
and operations
through the Cartesian product yields a rapid generation of an extensive array of climate indicators.
[31]:
ds_climatology = xr.merge(
[
get_yearly_op(ds, input_var=variable, op=op, timeargs=timeargs)
for (variable, ops) in operations.items()
for op in ops
]
)
ds_climatology
[31]:
<xarray.Dataset> Size: 54kB Dimensions: (Station: 3, time: 30) Coordinates: * Station (Station) object 24B '031501' '031502' '042103' source <U20 80B 'era5_land_reanalysis' * time (time) datetime64[ns] 240B 1981-01-01 ... 2010-01-01 Data variables: (12/75) tas_max_01 (Station, time) float64 720B 5.1 3.616 ... 3.161 tas_max_02 (Station, time) float64 720B 13.23 1.781 ... 3.544 tas_max_03 (Station, time) float64 720B 11.61 10.72 ... 12.78 tas_max_04 (Station, time) float64 720B 19.4 20.66 ... 25.98 tas_max_05 (Station, time) float64 720B 24.39 28.17 ... 32.24 tas_max_06 (Station, time) float64 720B 29.32 28.33 ... 25.42 ... ... snd_mean_10 (Station, time) float64 720B 0.3611 ... 0.4031 snd_mean_11 (Station, time) float64 720B 4.29 2.369 ... 7.307 snd_mean_12 (Station, time) float64 720B 44.07 5.757 ... 52.67 snd_mean_spring (Station, time) float64 720B 6.949 92.08 ... 33.31 snd_mean_summer_fall (Station, time) float64 720B 0.1345 0.1227 ... 0.7276 snd_mean_year (Station, time) float64 720B 14.36 47.45 ... 25.75 Attributes: cat:variable: ('tas_max_01',) cat:xrfreq: YS-JAN cat:frequency: yr cat:processing_level: indicators cat:id:
- Station: 3
- time: 30
- Station(Station)object'031501' '031502' '042103'
- cf_role :
- timeseries_id
array(['031501', '031502', '042103'], dtype=object)
- source()<U20'era5_land_reanalysis'
array('era5_land_reanalysis', dtype='<U20')
- time(time)datetime64[ns]1981-01-01 ... 2010-01-01
array(['1981-01-01T00:00:00.000000000', '1982-01-01T00:00:00.000000000', '1983-01-01T00:00:00.000000000', '1984-01-01T00:00:00.000000000', '1985-01-01T00:00:00.000000000', '1986-01-01T00:00:00.000000000', '1987-01-01T00:00:00.000000000', '1988-01-01T00:00:00.000000000', '1989-01-01T00:00:00.000000000', '1990-01-01T00:00:00.000000000', '1991-01-01T00:00:00.000000000', '1992-01-01T00:00:00.000000000', '1993-01-01T00:00:00.000000000', '1994-01-01T00:00:00.000000000', '1995-01-01T00:00:00.000000000', '1996-01-01T00:00:00.000000000', '1997-01-01T00:00:00.000000000', '1998-01-01T00:00:00.000000000', '1999-01-01T00:00:00.000000000', '2000-01-01T00:00:00.000000000', '2001-01-01T00:00:00.000000000', '2002-01-01T00:00:00.000000000', '2003-01-01T00:00:00.000000000', '2004-01-01T00:00:00.000000000', '2005-01-01T00:00:00.000000000', '2006-01-01T00:00:00.000000000', '2007-01-01T00:00:00.000000000', '2008-01-01T00:00:00.000000000', '2009-01-01T00:00:00.000000000', '2010-01-01T00:00:00.000000000'], dtype='datetime64[ns]')
- tas_max_01(Station, time)float645.1 3.616 5.859 ... -4.901 3.161
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- unknown
- GRIB_cfVarName :
- t2m
- GRIB_dataType :
- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
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- 2 metre temperature
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- 167
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- 0
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- long_name :
- Maximum of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:41:59] tas_max_01: fa.TAS_MAX_01(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual maximum of variable (m[1]).
array([[ 5.09970691, 3.61586845, 5.85897762, 2.75846328, 1.34307291, 7.49477154, -0.11705404, 6.69048937, 5.34372221, 6.62090344, 2.88713625, 4.73808158, 6.49090408, 6.78730596, 11.8859219 , 12.27703871, 5.59873414, 4.81807481, 9.12391615, 7.72375127, 0.33653023, 4.61963334, 2.49816324, 4.16637352, 11.49726808, 7.28978196, 7.10318437, 9.97727853, -0.37815915, 9.64856609], [ 5.13596802, 3.66389416, 5.94927364, 2.86461978, 1.6044473 , 7.55658552, -0.12096146, 6.72489395, 5.3503708 , 6.67676318, 2.95212524, 4.78564514, 6.53726962, 6.84094489, 11.93967389, 12.29901885, 5.60932652, 4.84007213, 9.19720727, 7.77476672, 0.34040129, 4.63641678, 2.49362044, 4.18374474, 11.53360721, 7.33617264, 7.14414695, 10.01457632, -0.3560501 , 9.68517166], [ 3.7206513 , 2.94904376, 2.51073148, 1.54160011, -2.11923324, 4.25832019, 1.64545087, 5.77418559, 4.39558379, 6.5456257 , 1.10929013, 2.18149223, 3.67288031, -1.49102634, 8.92987027, 9.13321392, 5.29869101, 4.72591332, 7.98947545, 6.17163074, -0.98086383, 4.27317051, -1.22907417, 4.08838537, 9.01510864, 3.96222893, 5.63500026, 7.2495975 , -4.90054071, 3.16118279]])
- tas_max_02(Station, time)float6413.23 1.781 5.897 ... 4.389 3.544
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- 1171
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- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
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- GRIB_name :
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- history :
- [2024-03-11 14:41:59] tas_max_02: fa.TAS_MAX_02(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual maximum of variable (m[2]).
array([[13.23417627, 1.78066639, 5.897047 , 8.38189383, 6.23187165, 3.94734765, 1.72950889, 6.77379236, 4.10767795, 5.71540183, 5.29444258, 2.95601844, -1.41509585, 8.87637843, 3.55655692, 6.42812942, 4.57582234, 4.88777957, 8.28514644, 11.30437158, 7.53491747, 9.44713227, 2.53418957, 4.15654975, 5.40768459, 6.84880538, 0.68767794, 8.8238776 , 7.90971405, 5.38684185], [13.34969872, 1.86742987, 5.9609517 , 8.46455814, 6.29953302, 3.97536084, 1.67496152, 6.80201182, 4.09883566, 5.74894162, 5.31779196, 3.01001241, -1.42117652, 8.91966168, 3.58702761, 6.46013123, 4.63344934, 4.89811674, 8.35465443, 11.35825516, 7.56801031, 9.48811607, 2.56849365, 4.17502177, 5.44809709, 6.97055326, 0.69044224, 8.87410101, 7.93780327, 5.40386331], [ 6.45202093, 1.73467128, 4.26045011, 8.2703265 , 3.88072955, 1.69344975, 1.80403366, 4.03483321, -0.23827712, 4.24069304, 5.98392509, 1.01665669, 0.96944758, 9.62264835, 2.18305335, 3.89756401, 5.41739789, 4.86432367, 9.23841616, 7.23242825, 6.06057013, 5.13294089, 1.78886811, 5.32394828, 5.31024798, 1.63760055, -2.75672271, 4.33498612, 4.38857532, 3.54417938]])
- tas_max_03(Station, time)float6411.61 10.72 8.643 ... 8.564 12.78
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- 15.0
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- -167.0
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- 2 metre temperature
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- history :
- [2024-03-11 14:41:59] tas_max_03: fa.TAS_MAX_03(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual maximum of variable (m[3]).
array([[11.61305029, 10.71718777, 8.64309063, 10.32050539, 9.69716317, 18.77961093, 17.23333721, 14.9954171 , 14.51459046, 15.20588053, 12.78535033, 9.73250638, 12.86451641, 7.32756386, 10.49041347, 13.07040811, 12.42694272, 16.07648374, 11.62595186, 14.99437443, 10.48934295, 11.11485805, 15.01684557, 15.03942675, 12.45393504, 16.75749747, 10.84847393, 6.03940021, 11.28109953, 11.39654197], [11.70581574, 10.77295229, 8.65726578, 10.3744815 , 9.70867323, 18.83533191, 17.29872489, 15.25949404, 14.62612218, 15.27950093, 12.90176465, 9.75789743, 12.90706973, 7.34762863, 10.57412707, 13.17452561, 12.44742536, 16.23122463, 11.67172479, 15.04303022, 10.49061158, 11.16985495, 14.99866121, 15.62845381, 12.50942322, 16.76794633, 10.89478063, 6.09437931, 11.28973406, 11.53320403], [ 9.6263103 , 11.24874114, 8.52152105, 7.94292992, 9.25771892, 13.28065837, 14.70394159, 9.57683489, 12.19222383, 11.95864136, 8.98142204, 7.1161893 , 13.19084133, 7.37957094, 13.87068545, 9.18176518, 8.14605903, 14.29230419, 13.05173594, 14.14402528, 6.49240969, 10.02428916, 10.11021337, 10.47194356, 8.11688514, 12.62682089, 10.47658946, 8.4390292 , 8.5637746 , 12.7773343 ]])
- tas_max_04(Station, time)float6419.4 20.66 19.51 ... 24.34 25.98
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- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
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- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
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- 820871
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- 0
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- long_name :
- Maximum of variable
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- units :
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- history :
- [2024-03-11 14:41:59] tas_max_04: fa.TAS_MAX_04(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual maximum of variable (m[4]).
array([[19.39515357, 20.66427124, 19.51287867, 25.47683751, 20.6514128 , 26.68252749, 26.4755039 , 16.25758269, 17.1177428 , 27.96696261, 20.64237561, 22.43228958, 21.59984323, 19.98165245, 16.07924523, 18.39598937, 18.90702826, 20.94077889, 18.2127576 , 15.91616279, 18.26979463, 23.70899174, 20.00611052, 23.76413551, 19.63660639, 21.60530847, 23.87053729, 21.6293612 , 25.70181959, 25.23736619], [19.4313783 , 20.697013 , 19.52842706, 25.49956609, 20.68849699, 26.69084351, 26.45252279, 16.34621327, 17.09906318, 27.95275766, 20.60780575, 22.49067426, 21.61153513, 20.01534891, 16.13155258, 18.42029146, 19.01571499, 20.92494221, 18.19802506, 15.95383941, 18.38983146, 23.71937057, 20.05056598, 23.77668492, 19.64146391, 21.7433102 , 23.8861419 , 21.66154222, 25.71552535, 25.30033799], [18.3652733 , 17.53684556, 19.77353556, 21.323609 , 23.54883511, 25.46184117, 26.66500935, 15.72250082, 14.44136964, 26.68259053, 21.49174624, 14.33380102, 18.24175537, 18.3300821 , 11.27893234, 11.36429905, 14.63432526, 21.43687595, 18.21691446, 17.71896852, 22.36480383, 23.85309229, 21.38794169, 21.43468718, 19.39423135, 19.68412749, 21.75884815, 22.42963118, 24.34417958, 25.98413932]])
- tas_max_05(Station, time)float6424.39 28.17 21.1 ... 24.25 32.24
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- 0
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- 0
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- 85.0
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- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
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- 820871
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- history :
- [2024-03-11 14:41:59] tas_max_05: fa.TAS_MAX_05(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual maximum of variable (m[5]).
array([[24.38602987, 28.16957303, 21.10499226, 24.25835686, 25.65742324, 28.02222953, 28.53325718, 24.40578997, 28.77736928, 24.83001733, 29.62038136, 28.9132663 , 23.88875426, 27.1079459 , 25.77400616, 25.74897614, 22.38804048, 28.57039661, 30.14537914, 26.50799883, 26.39230463, 25.70207489, 26.46354055, 27.87620306, 24.9409834 , 28.75223319, 29.06376559, 24.19901454, 26.65315594, 31.7088411 ], [24.40006753, 28.18414887, 21.11704976, 24.27472971, 25.65826026, 28.08036824, 28.5567923 , 24.38715924, 28.76091707, 24.86806156, 29.58633315, 28.90071095, 23.8882835 , 27.0914646 , 25.75852518, 25.75607893, 22.39873203, 28.57913775, 30.15038937, 26.51920608, 26.38742174, 25.70627389, 26.44962124, 27.90784929, 24.95241214, 28.77514752, 29.05682014, 24.20595933, 26.65110504, 31.66957835], [25.10265365, 26.13891732, 22.88747297, 20.0947704 , 23.85722848, 28.64437858, 27.90598922, 27.95612351, 26.54612167, 22.06627192, 26.49697673, 26.3793735 , 28.05709184, 26.832759 , 25.42372398, 23.2965823 , 20.48146432, 31.58755951, 27.78139509, 26.55128657, 25.68825293, 24.60228629, 23.72480674, 26.81728379, 24.65675075, 30.41104706, 28.26391113, 19.83283806, 24.25107572, 32.24456521]])
- tas_max_06(Station, time)float6429.32 28.33 31.99 ... 30.66 25.42
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- 0
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- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
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- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
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- 820871
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- 0
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- history :
- [2024-03-11 14:41:59] tas_max_06: fa.TAS_MAX_06(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual maximum of variable (m[6]).
array([[29.32042026, 28.32576472, 31.99417065, 29.25685908, 26.23459714, 26.56160073, 30.98791636, 33.48695397, 31.71860745, 27.22914627, 31.34577554, 29.45845522, 28.27114106, 32.07804509, 34.08436674, 27.54956721, 31.38521307, 29.42217243, 31.29059367, 27.78569721, 32.41092857, 27.25306955, 32.66015494, 28.03907184, 31.37836526, 30.19420228, 30.12521476, 29.65699452, 29.31982926, 28.63271835], [29.3232176 , 28.32163051, 31.96959878, 29.26108121, 26.24084109, 26.6111484 , 30.96444135, 33.47419035, 31.71416189, 27.2412937 , 31.32595475, 29.46571538, 28.25571497, 32.06233932, 34.11716534, 27.5321431 , 31.37992645, 29.4280263 , 31.29507563, 27.80230808, 32.40356792, 27.25652011, 32.63969415, 28.03661036, 31.37597518, 30.20078541, 30.12753872, 29.64117769, 29.32715883, 28.6320129 ], [26.51960346, 25.18215287, 30.27622391, 26.98811584, 25.73152407, 25.99474204, 30.71735504, 32.31060607, 28.29347169, 27.59748911, 29.122464 , 28.50182986, 28.36394375, 31.02018307, 34.82043507, 28.00472406, 29.8228807 , 28.95876441, 30.4277248 , 25.99397644, 31.03007011, 28.79280337, 31.21388901, 27.10716262, 31.84135424, 28.9232173 , 29.64953656, 25.44460638, 30.65900392, 25.42443101]])
- tas_max_07(Station, time)float6431.24 32.11 33.11 ... 25.19 30.29
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- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
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- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
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- 0
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- units :
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- history :
- [2024-03-11 14:41:59] tas_max_07: fa.TAS_MAX_07(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual maximum of variable (m[7]).
array([[31.23996103, 32.10647083, 33.10613756, 29.93280616, 31.14183534, 30.53145267, 31.93422015, 33.39342194, 31.61153884, 29.99426495, 33.16331222, 26.55791614, 32.45545356, 30.44989024, 32.1329486 , 27.02761575, 29.67049013, 30.04351186, 30.95179553, 26.96749387, 30.58251151, 31.83551545, 28.45266753, 29.75060225, 30.40140125, 31.0491655 , 29.3688965 , 30.00300746, 27.85929982, 32.42969783], [31.24724762, 32.09330985, 33.10581228, 29.90197182, 31.16195562, 30.54419049, 31.93373816, 33.42221195, 31.59700729, 29.98908743, 33.14753505, 26.57391678, 32.46203007, 30.4658307 , 32.15847185, 27.01222469, 29.66154006, 30.05423316, 30.96137765, 26.9743732 , 30.60040171, 31.80143749, 28.49706477, 29.76107429, 30.39498802, 31.02933808, 29.36349353, 30.01969436, 27.89154373, 32.42311336], [31.41654478, 30.21777965, 29.99867504, 26.93282691, 26.6807832 , 28.67341768, 30.88959239, 34.34709354, 31.00392566, 30.67871838, 32.11178281, 24.58506845, 31.23530002, 28.88614308, 29.97713535, 26.73484998, 30.18193024, 31.76906317, 29.26651846, 26.82891583, 30.46803785, 31.16902562, 28.51802119, 27.63115102, 34.46092142, 29.57752707, 28.29858769, 25.4330964 , 25.19069016, 30.28972022]])
- tas_max_08(Station, time)float6428.18 26.86 28.8 ... 27.65 29.36
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- 0
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- unknown
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- t2m
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- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 167
- GRIB_shortName :
- 2t
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Maximum of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:41:59] tas_max_08: fa.TAS_MAX_08(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual maximum of variable (m[8]).
array([[28.17966358, 26.85535179, 28.80468796, 30.21855922, 29.42490858, 26.40210622, 30.28561027, 32.76663754, 28.44456825, 30.43126315, 29.68052601, 28.37168961, 30.26502452, 27.22189891, 30.03467127, 29.93451 , 30.3023172 , 29.93087748, 28.23554437, 25.91378625, 32.19596358, 32.60162181, 28.79110356, 27.14498163, 29.7177641 , 29.63492607, 31.10080751, 27.40994338, 30.2338651 , 31.51508876], [28.17502424, 26.85288302, 28.77760105, 30.19541016, 29.42109236, 26.40442951, 30.29332925, 32.7711076 , 28.42752694, 30.38747611, 29.65635216, 28.37082745, 30.24699413, 27.22796501, 30.03806828, 29.93770536, 30.28266697, 29.92472608, 28.22448852, 25.91630063, 32.20339165, 32.60950278, 28.78978453, 27.12999917, 29.71600212, 29.65315478, 31.1013523 , 27.43769804, 30.24413682, 31.48122368], [27.55078946, 27.11999592, 27.71833631, 27.73922751, 27.46176547, 24.71592146, 26.91750235, 32.26845506, 29.93248986, 27.35225784, 29.26355806, 27.36094918, 29.92569448, 24.20641416, 29.52395059, 28.03303595, 27.77450769, 29.93343822, 26.66697334, 26.83474853, 33.37150503, 30.12011178, 29.97201825, 26.57843995, 29.87970269, 31.99623582, 31.97687612, 26.92012936, 27.65231728, 29.3620336 ]])
- tas_max_09(Station, time)float6425.26 27.06 30.07 ... 23.6 29.34
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- unknown
- GRIB_cfVarName :
- t2m
- GRIB_dataType :
- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 167
- GRIB_shortName :
- 2t
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Maximum of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:41:59] tas_max_09: fa.TAS_MAX_09(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual maximum of variable (m[9]).
array([[25.26334592, 27.05687938, 30.07035057, 23.75177961, 27.23758261, 22.8107774 , 24.29402437, 25.45705246, 27.35301185, 25.39005673, 23.6744446 , 25.8353973 , 26.82559265, 22.32231191, 24.41230352, 27.16377256, 23.73894301, 24.9241144 , 31.16370321, 25.04506065, 28.45385643, 31.58852846, 27.07255084, 24.33110023, 28.69326885, 23.89180609, 29.58471441, 29.66486755, 24.04060486, 31.18047607], [25.27684937, 27.06914911, 30.07543815, 23.80141125, 27.22537106, 22.77449977, 24.28399329, 25.45368254, 27.36484323, 25.39440316, 23.67718376, 25.85667132, 26.84348551, 22.37227545, 24.41102615, 27.17697053, 23.71876056, 24.93549883, 31.15934487, 25.07230623, 28.47071589, 31.54860191, 27.09089394, 24.36014811, 28.71029031, 23.9219343 , 29.61353089, 29.71428101, 24.02241514, 31.20625519], [23.31622243, 27.1674751 , 28.43767582, 24.17405481, 25.96026678, 22.68840729, 24.8310661 , 24.45197827, 25.17544503, 25.06783143, 24.8474844 , 23.02929778, 24.21105206, 24.66219382, 21.74431112, 26.84298263, 23.33105941, 24.88713139, 31.63901491, 24.78235018, 27.17322498, 30.67407193, 26.61334625, 26.63631531, 28.66473196, 22.74464785, 28.26882757, 26.77054608, 23.60499643, 29.33840064]])
- tas_max_10(Station, time)float6414.22 18.71 23.7 ... 14.32 17.03
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- unknown
- GRIB_cfVarName :
- t2m
- GRIB_dataType :
- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 167
- GRIB_shortName :
- 2t
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Maximum of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:41:59] tas_max_10: fa.TAS_MAX_10(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual maximum of variable (m[10]).
array([[14.21522858, 18.71072218, 23.69887328, 20.81871398, 18.90669892, 18.9271361 , 19.94816343, 22.04048694, 19.43787176, 22.28717467, 23.40753457, 18.16148173, 18.44713244, 21.2148752 , 21.8617981 , 19.11045932, 20.86434097, 20.39946468, 18.69863101, 21.13150452, 21.76957439, 23.97855868, 21.45896481, 22.05750783, 24.45332557, 19.85304008, 22.8255687 , 20.99833958, 15.51581298, 17.81005604], [14.23614095, 18.73818792, 23.70984449, 20.83187957, 18.91216868, 18.91920486, 19.97568273, 22.06416756, 19.51036022, 22.31422388, 23.51396147, 18.18981293, 18.47579553, 21.2380236 , 21.87099609, 19.12549863, 20.87360905, 20.43871421, 18.73563856, 21.1417174 , 21.81562522, 23.99102411, 21.48171586, 22.07891209, 24.47015216, 19.83641531, 22.85279576, 21.03604862, 15.55628433, 17.80116019], [14.61619529, 17.2986247 , 22.16798635, 19.40782524, 17.04152385, 16.40079577, 17.72846859, 19.30285517, 20.21900332, 19.21246204, 21.8368917 , 18.97941906, 14.4676872 , 20.10966932, 22.86592182, 21.54504378, 24.08130134, 16.81095732, 18.9991644 , 21.13580449, 19.80242205, 22.90478307, 21.89797803, 22.3317542 , 25.89768074, 18.43346109, 22.90803447, 21.95260714, 14.31996565, 17.0308429 ]])
- tas_max_11(Station, time)float6410.87 17.99 12.98 ... 12.77 10.2
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- unknown
- GRIB_cfVarName :
- t2m
- GRIB_dataType :
- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 167
- GRIB_shortName :
- 2t
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Maximum of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:41:59] tas_max_11: fa.TAS_MAX_11(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual maximum of variable (m[11]).
array([[10.86798871, 17.98689099, 12.9784809 , 12.39670398, 15.82966021, 12.26194062, 14.59106206, 18.04080973, 17.6654675 , 15.68103446, 15.80102072, 12.78218631, 12.08320133, 15.61558057, 14.06306938, 18.72976064, 17.22767828, 10.92935027, 18.57786503, 11.72328105, 16.36810215, 16.92596388, 15.59591226, 12.45248948, 16.74528957, 17.62491134, 12.83015589, 15.90801443, 14.45623441, 10.46887833], [10.8757429 , 18.05123932, 13.08662352, 12.40611287, 15.87020229, 12.27761464, 14.63143553, 18.10648566, 17.70994743, 15.74535237, 15.85830987, 12.81175251, 12.15557411, 15.65043365, 14.12704083, 18.75968654, 17.29147187, 10.94785338, 18.58779894, 11.75887174, 16.44310632, 16.96068912, 15.62043981, 12.51833202, 16.7746892 , 17.66230962, 12.84752777, 15.92718333, 14.52322669, 10.55562463], [12.79814077, 13.00138578, 11.96260773, 13.30322513, 13.72495045, 9.94010312, 12.13503039, 11.8629249 , 7.75307518, 14.04030046, 11.00153309, 9.90863331, 6.90436888, 13.04713684, 9.07567283, 12.01019699, 11.58613623, 11.66938966, 15.4715553 , 14.793425 , 12.63670252, 11.39179375, 12.04596577, 8.99766284, 13.85109253, 11.78235302, 9.48972894, 17.73166998, 12.76505001, 10.20001641]])
- tas_max_12(Station, time)float644.383 13.13 4.912 ... 4.834 6.707
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- unknown
- GRIB_cfVarName :
- t2m
- GRIB_dataType :
- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 167
- GRIB_shortName :
- 2t
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Maximum of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:42:00] tas_max_12: fa.TAS_MAX_12(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual maximum of variable (m[12]).
array([[ 4.38271191, 13.13448333, 4.91219235, 7.68183075, 6.54147667, 3.28572371, 4.88942874, 6.27181673, 3.93740904, 6.16202592, 8.44480589, 6.30659249, 5.14781433, 7.26483431, 1.7370562 , 9.64866386, 2.35797816, 12.39294195, 10.57464023, 11.47649713, 12.47851361, 4.83473215, 7.08702087, 10.97439091, 3.58260414, 7.32721918, 8.4814405 , 8.83115662, 5.36762827, 7.78541986], [ 4.46127376, 13.17231467, 4.92873977, 7.72100687, 6.65238686, 3.3039907 , 4.96900224, 6.29090628, 3.98108897, 6.35419013, 8.47780286, 6.32966815, 5.17392336, 7.26459563, 1.72744366, 9.69325748, 2.35369518, 12.43070917, 10.61234066, 11.55495519, 12.54211945, 4.95971243, 7.1396932 , 11.01516044, 3.56215591, 7.35059633, 8.54608436, 8.86871624, 5.40213796, 7.81652659], [ 2.82747726, 12.50324542, 1.89003518, 9.1106422 , 5.50329303, 0.90656062, 4.29217972, 5.82151691, -1.0780956 , 6.11056942, 6.81774012, 6.04372502, 5.48015272, 5.97828411, 1.4210189 , 6.47760415, 4.10828356, 7.71724402, 7.29891624, 2.26967208, 12.96145447, 3.32140362, 4.67729799, 6.92882636, 1.15374292, 4.49616205, 3.52927418, 9.90759802, 4.83350128, 6.7067143 ]])
- tas_max_spring(Station, time)float6429.32 28.33 30.86 ... 26.23 32.24
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- unknown
- GRIB_cfVarName :
- t2m
- GRIB_dataType :
- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 167
- GRIB_shortName :
- 2t
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Maximum of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:42:03] tas_max_spring: fa.TAS_MAX_SPRING(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual maximum of variable (02-11 to 06-19).
array([[29.32042026, 28.32576472, 30.85799541, 29.25685908, 25.65742324, 28.02222953, 28.53325718, 33.48695397, 28.77736928, 27.96696261, 29.62038136, 29.45845522, 28.27114106, 32.07804509, 34.08436674, 27.54956721, 31.38521307, 28.57039661, 30.21050022, 26.50799883, 32.41092857, 25.70207489, 26.46354055, 28.03907184, 29.28987935, 30.19420228, 30.12521476, 29.65699452, 26.65315594, 31.7088411 ], [29.3232176 , 28.32163051, 30.85893027, 29.26108121, 25.65826026, 28.08036824, 28.5567923 , 33.47419035, 28.76091707, 27.95275766, 29.58633315, 29.46571538, 28.25571497, 32.06233932, 34.11716534, 27.5321431 , 31.37992645, 28.57913775, 30.1961637 , 26.51920608, 32.40356792, 25.70627389, 26.44962124, 28.03661036, 29.28796266, 30.20078541, 30.12753872, 29.64117769, 26.65110504, 31.66957835], [26.51960346, 26.13891732, 28.75764082, 26.98811584, 23.85722848, 28.64437858, 27.90598922, 32.31060607, 26.54612167, 27.59748911, 28.02508909, 28.50182986, 28.05709184, 31.02018307, 34.82043507, 25.46558844, 29.8228807 , 31.58755951, 30.4277248 , 26.55128657, 31.03007011, 24.60228629, 25.26348659, 27.10716262, 30.57577324, 30.41104706, 29.46598835, 25.44460638, 26.23343072, 32.24456521]])
- tas_max_summer_fall(Station, time)float6431.24 32.11 33.11 ... 30.66 30.29
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- unknown
- GRIB_cfVarName :
- t2m
- GRIB_dataType :
- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 167
- GRIB_shortName :
- 2t
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Maximum of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:42:05] tas_max_summer_fall: fa.TAS_MAX_SUMMER_FALL(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual maximum of variable (06-20 to 11-19).
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- tas_max_year(Station, time)float6431.24 32.11 33.11 ... 30.66 32.24
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- history :
- [2024-03-11 14:42:07] tas_max_year: fa.TAS_MAX_YEAR(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual maximum of variable (01-01 to 12-31).
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- tas_mean_01(Station, time)float64-15.86 -16.34 ... -16.31 -10.03
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- history :
- [2024-03-11 14:42:07] tas_mean_01: fa.TAS_MEAN_01(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (m[1]).
array([[-15.86497321, -16.33969214, -9.5379092 , -12.50628881, -14.69625288, -10.93495449, -11.05264325, -9.49931318, -8.85270443, -5.1113085 , -11.4012696 , -12.43469499, -11.25345114, -17.60201008, -7.29116191, -11.9134013 , -10.98860161, -8.57331874, -11.03580314, -11.24238475, -10.55424157, -6.02019414, -14.09076725, -16.17110177, -13.05489169, -5.98896853, -8.99857926, -7.81798324, -15.01662145, -7.12324418], [-15.85204089, -16.31593269, -9.51231017, -12.47395865, -14.67662927, -10.90640917, -11.04050004, -9.46673454, -8.81966244, -5.07693739, -11.36949852, -12.40671977, -11.20764284, -17.56982514, -7.26792561, -11.88660091, -10.96075682, -8.54645456, -11.00796165, -11.21431467, -10.53032237, -5.98221123, -14.06825017, -16.15107415, -13.01768498, -5.95911174, -8.95834323, -7.77952386, -14.99091126, -7.11272517], [-16.32719499, -18.37919247, -11.09643096, -15.07422742, -15.37569786, -13.40593297, -10.05539367, -11.46534881, -9.97347968, -6.78169071, -12.74366539, -12.88429548, -11.73572509, -21.05873972, -8.70020484, -14.20248798, -13.85377924, -9.4898169 , -12.67474909, -13.54329138, -10.51213507, -7.49308621, -15.51268248, -18.23541792, -14.82890051, -7.07876572, -10.22231221, -9.06304163, -16.31290385, -10.03479048]])
- tas_mean_02(Station, time)float64-2.475 -10.31 ... -9.99 -8.503
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- [2024-03-11 14:42:07] tas_mean_02: fa.TAS_MEAN_02(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (m[2]).
array([[ -2.47509696, -10.30819772, -7.43584723, -4.16102895, -7.24039875, -10.35927009, -11.65229745, -8.51372551, -10.30816849, -8.64124854, -6.94455197, -9.64027571, -14.51886715, -12.28660336, -10.91155566, -9.50406365, -8.08340566, -4.6653674 , -6.68371277, -7.79388107, -8.97387106, -6.30222918, -11.94089964, -8.07525905, -7.66764676, -8.77370237, -12.17486621, -8.21732003, -7.62501837, -5.38291391], [ -2.43698638, -10.28344197, -7.42050744, -4.14438962, -7.22609138, -10.34141862, -11.64427232, -8.49800543, -10.28707871, -8.61306009, -6.92650358, -9.61941284, -14.50711771, -12.25807179, -10.893613 , -9.48607898, -8.04891576, -4.65097791, -6.66088192, -7.76908265, -8.94777448, -6.26384159, -11.91324172, -8.06019374, -7.66248658, -8.75584106, -12.15530519, -8.19553529, -7.60154316, -5.38923762], [ -5.55894169, -12.27180546, -9.02540228, -5.96311295, -10.04604977, -12.01054453, -11.77201874, -12.31388397, -13.89653857, -9.86108154, -8.43000824, -11.62352094, -15.60865836, -14.35288701, -14.01014843, -12.6555352 , -10.26513697, -5.40606857, -7.84709827, -8.56021337, -10.67889234, -8.6374 , -14.5015305 , -9.44094633, -8.7514507 , -10.80998145, -14.62965932, -11.11796461, -9.99043049, -8.50322186]])
- tas_mean_03(Station, time)float64-1.635 -3.247 ... -5.003 -0.9097
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- [2024-03-11 14:42:07] tas_mean_03: fa.TAS_MEAN_03(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (m[3]).
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- tas_mean_04(Station, time)float646.281 2.67 4.771 ... 2.527 6.691
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- [2024-03-11 14:42:07] tas_mean_04: fa.TAS_MEAN_04(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (m[4]).
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- tas_mean_05(Station, time)float6413.16 14.13 11.11 ... 9.281 13.1
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- [2024-03-11 14:42:07] tas_mean_05: fa.TAS_MEAN_05(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (m[5]).
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- tas_mean_06(Station, time)float6418.27 17.17 19.02 ... 15.51 15.28
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- description :
- Annual average of variable (m[12]).
array([[ -4.92431534, -3.51411334, -9.02355408, -5.57863816, -9.6424834 , -6.62048797, -5.74202546, -8.4033055 , -17.75646673, -5.23348689, -9.01860591, -4.93862971, -7.29065447, -5.4341121 , -8.85954331, -2.65103358, -7.60708482, -3.5938318 , -4.55418406, -10.25053827, -1.18149227, -6.74184884, -5.48093551, -8.78755114, -6.8474256 , -2.56532862, -7.8160892 , -7.80263761, -6.82793165, -6.25867849], [ -4.91499738, -3.47031549, -8.99684391, -5.54484467, -9.61991653, -6.5954135 , -5.7209086 , -8.37166719, -17.74118764, -5.19574779, -8.98785 , -4.91134596, -7.2571242 , -5.415129 , -8.84202935, -2.6257173 , -7.58431852, -3.55799801, -4.52391933, -10.22644574, -1.16347623, -6.71998608, -5.45174146, -8.74171801, -6.83560831, -2.5383687 , -7.78749855, -7.76445332, -6.81547319, -6.24827844], [ -6.42654259, -4.49838826, -11.50481891, -6.51158554, -11.26167033, -6.42437571, -5.31116148, -9.54434099, -18.61715473, -6.93808534, -8.31290673, -6.27597073, -8.39494589, -4.8960796 , -11.13819709, -4.78692399, -7.20504368, -4.51849179, -6.37388693, -12.29216791, -2.88074768, -6.83984722, -6.46736281, -10.27831361, -7.86397296, -3.02532917, -8.54822597, -10.15492012, -8.12878371, -7.88580852]])
- tas_mean_spring(Station, time)float646.974 4.407 5.195 ... 2.212 5.842
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
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- unknown
- GRIB_cfVarName :
- t2m
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- fc
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- Latitude/Longitude Grid
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- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
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- GRIB_name :
- 2 metre temperature
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- 820871
- GRIB_paramId :
- 167
- GRIB_shortName :
- 2t
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- instant
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- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Average of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:42:09] tas_mean_spring: fa.TAS_MEAN_SPRING(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (02-11 to 06-19).
array([[6.97447018, 4.40662307, 5.19465239, 4.95908236, 4.76853682, 5.44187127, 5.74485936, 5.53037528, 4.14562519, 4.70949719, 6.08216761, 4.09982601, 3.7708809 , 4.5016755 , 4.96081247, 4.68127346, 3.26788342, 6.97766316, 6.23659265, 5.28499071, 4.78429627, 4.68888112, 2.90861651, 5.10850932, 4.40644238, 5.59547655, 4.17823318, 4.39019983, 5.27226905, 7.88764341], [6.9934862 , 4.42367266, 5.20990429, 4.97181384, 4.78904046, 5.46069713, 5.75278225, 5.54325455, 4.16160469, 4.72722837, 6.10217491, 4.11652379, 3.77711095, 4.51724068, 4.97744855, 4.69515358, 3.28633953, 6.99041704, 6.2492447 , 5.30490295, 4.79714046, 4.70988516, 2.92467543, 5.1295985 , 4.41534899, 5.60857509, 4.18727496, 4.41022762, 5.28737436, 7.89294249], [4.14908561, 2.42131037, 2.60423 , 2.76461305, 2.58781494, 3.21788589, 4.05764337, 2.93521239, 1.19618223, 2.92630035, 4.10872339, 1.51373221, 1.77391803, 2.25966328, 2.59219181, 1.27399763, 1.07894935, 5.52919155, 4.18564699, 4.02234864, 3.13918321, 1.77188053, 0.82591003, 2.7472056 , 2.60747921, 3.53795665, 2.96692174, 1.90126715, 2.21151073, 5.84215155]])
- tas_mean_summer_fall(Station, time)float6413.59 14.04 15.09 ... 12.32 12.94
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- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
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- unknown
- GRIB_cfVarName :
- t2m
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- fc
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- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
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- 0
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- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
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- 15.0
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- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
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- 9999
- GRIB_name :
- 2 metre temperature
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- 167
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- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Average of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:42:10] tas_mean_summer_fall: fa.TAS_MEAN_SUMMER_FALL(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (06-20 to 11-19).
array([[13.59342073, 14.03981471, 15.08899962, 14.25872647, 14.44203195, 12.7505142 , 13.98695407, 14.4955419 , 15.0739447 , 14.16474503, 14.49448558, 12.81562372, 14.09383546, 14.79895742, 15.14310412, 13.91634592, 14.10508016, 14.8312171 , 15.03550841, 14.04394863, 15.34583266, 14.67779224, 15.03035556, 14.27525313, 16.01966636, 14.78504797, 14.98437826, 14.64589374, 13.91598467, 15.13195558], [13.59973549, 14.04899292, 15.09612619, 14.2662818 , 14.45039461, 12.76113538, 13.99451569, 14.5061074 , 15.07840316, 14.17237555, 14.50163026, 12.8250457 , 14.10295159, 14.80855647, 15.15223919, 13.92594924, 14.10917099, 14.83679122, 15.04395602, 14.05188944, 15.35633681, 14.68728063, 15.03909642, 14.28242558, 16.02910402, 14.79427308, 14.99338968, 14.65655232, 13.9235349 , 15.14123006], [12.03866231, 12.1807687 , 13.30377096, 12.25827619, 12.39399028, 11.10153177, 12.47805114, 12.61871357, 12.87622934, 12.12889934, 12.74913246, 10.23404942, 12.09384941, 12.91426934, 13.05778382, 12.36318139, 12.38534508, 13.24614373, 13.21157692, 12.268524 , 13.482546 , 13.19713126, 13.14674081, 12.8019928 , 14.6280731 , 12.47661043, 13.51299185, 12.43678353, 12.31614796, 12.94174361]])
- tas_mean_year(Station, time)float646.106 5.474 6.328 ... 3.632 5.55
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- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
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- GRIB_cfName :
- unknown
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- t2m
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- fc
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- 0
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- 0
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- 85.0
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- 15.0
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- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
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- 9999
- GRIB_name :
- 2 metre temperature
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- 820871
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- 167
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- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Average of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:42:12] tas_mean_year: fa.TAS_MEAN_YEAR(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (01-01 to 12-31).
array([[6.10632742, 5.47443821, 6.32783603, 5.94493331, 5.17112401, 5.3147705 , 6.06659042, 6.13961005, 4.92069959, 6.58949512, 6.48474021, 5.05679139, 5.16356435, 5.32635209, 6.16046485, 5.69486786, 5.13045281, 7.51954488, 7.17605244, 5.53578725, 7.03480145, 6.36244224, 5.51522006, 5.53140134, 6.45310123, 7.34400866, 5.90002984, 6.11350123, 5.6422603 , 7.64197625], [6.11843944, 5.49213674, 6.3419729 , 5.95895582, 5.18661896, 5.33151902, 6.07614118, 6.15524791, 4.93438003, 6.60731171, 6.50135838, 5.0724557 , 5.17736044, 5.34194979, 6.17462429, 5.70908363, 5.14391238, 7.53289425, 7.19069161, 5.55118442, 7.04875644, 6.38109233, 5.53047688, 5.54859485, 6.46485484, 7.35858904, 5.91437209, 6.13278522, 5.65557919, 7.65046964], [4.14810838, 3.55526899, 4.17039431, 3.97318471, 3.25198987, 3.66841417, 4.97522663, 4.08242363, 2.72289593, 4.7583758 , 4.93102731, 2.77582596, 3.42911725, 3.39660042, 4.03284198, 3.43550211, 3.4145967 , 6.15346014, 5.30311417, 3.89983707, 5.41337212, 4.53823974, 3.6446109 , 3.62614968, 4.91786511, 5.43506081, 4.57911614, 3.90721268, 3.63206007, 5.55047525]])
- tas_min_01(Station, time)float64-39.48 -32.72 ... -32.84 -28.53
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- unknown
- GRIB_cfVarName :
- t2m
- GRIB_dataType :
- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
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- 0.1
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- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
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- 15.0
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- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
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- 820871
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- 1
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- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Minimum of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:42:12] tas_min_01: fa.TAS_MIN_01(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual minimum of variable (m[1]).
array([[-39.48280706, -32.7245941 , -23.98409672, -27.73548051, -26.87303784, -29.6028481 , -27.95685514, -30.63972644, -27.91691439, -21.50029051, -29.67321455, -33.58177266, -30.68331723, -34.08426609, -35.27256866, -28.93838321, -31.19214689, -30.21012775, -30.0341023 , -27.46011776, -24.00195941, -18.79033423, -29.12113139, -35.83975633, -28.85435587, -18.27490633, -28.54576846, -25.26211853, -32.02571826, -23.10343479], [-39.56195988, -32.68813996, -24.03047474, -27.78440337, -26.90172407, -29.50843105, -28.01388967, -30.60965444, -27.89900567, -21.51648806, -29.72331554, -33.65882635, -30.79566484, -34.20800736, -35.34157414, -29.09229165, -31.20830615, -30.2740806 , -30.03169703, -27.47211901, -24.12162136, -18.73545301, -29.10178855, -35.85284315, -28.82678106, -18.27176386, -28.54401892, -25.23440091, -32.10721035, -23.16594831], [-36.96008041, -34.57627807, -27.8066468 , -30.75899291, -28.30999496, -27.48191463, -29.61551842, -33.33351571, -30.71233164, -23.76549117, -30.01340507, -35.90002526, -26.66327862, -36.2616889 , -30.50588749, -29.784176 , -33.06320284, -29.13707486, -31.48640747, -30.96090306, -23.20993496, -21.36207271, -30.24601114, -35.1453194 , -31.49808444, -25.06021778, -28.74296546, -27.52218383, -32.83536208, -28.52731729]])
- tas_min_02(Station, time)float64-23.24 -20.49 ... -25.92 -20.54
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
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- 701
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- unknown
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- t2m
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- fc
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- Latitude/Longitude Grid
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- regular_ll
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- 0
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- 0
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- 85.0
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- 15.0
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- -167.0
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- -50.0
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- 2 metre temperature
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- Minimum of variable
- standard_name :
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- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:42:12] tas_min_02: fa.TAS_MIN_02(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual minimum of variable (m[2]).
array([[-23.24032522, -20.48653586, -26.15094286, -23.03023651, -26.2771112 , -24.50412917, -26.11264203, -26.20335354, -26.23822722, -24.93641924, -22.04698123, -26.570472 , -34.27246288, -28.11063767, -28.13070012, -27.96613667, -24.38781193, -23.24612903, -23.78522791, -23.88384983, -23.93237901, -23.78575184, -30.49814208, -26.8862271 , -21.40091018, -23.49350063, -25.82986526, -24.68776879, -20.76766121, -24.65457701], [-23.31916932, -20.45524333, -26.23029737, -23.07710123, -26.27956865, -24.55969991, -26.10843841, -26.26810043, -26.25545957, -24.93796633, -22.04124903, -26.57807459, -34.53590112, -28.21992075, -28.24081219, -28.06565591, -24.39160762, -23.25900305, -23.81055146, -23.9661789 , -23.95772504, -23.74780219, -30.51637279, -26.88168958, -21.42484605, -23.55432166, -25.8052279 , -24.83407727, -20.80471968, -24.8092683 ], [-27.39623848, -21.83933382, -28.11840759, -25.46939105, -25.30015168, -24.98755251, -28.39429729, -26.44333253, -27.71287586, -26.25940774, -25.02108897, -27.10565387, -31.66785606, -29.34995578, -31.6250064 , -32.0264244 , -25.20683637, -23.25078755, -23.99480641, -23.39616611, -23.94499328, -25.27237972, -31.04427394, -26.18999563, -21.10859918, -23.08716733, -28.34773274, -25.39293754, -25.91627393, -20.53731995]])
- tas_min_03(Station, time)float64-21.91 -24.26 ... -23.2 -16.09
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- 0
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- 701
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- t2m
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- history :
- [2024-03-11 14:42:12] tas_min_03: fa.TAS_MIN_03(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual minimum of variable (m[3]).
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- tas_min_04(Station, time)float64-8.74 -15.53 -7.75 ... -10.1 -2.064
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- [2024-03-11 14:42:12] tas_min_04: fa.TAS_MIN_04(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual minimum of variable (m[4]).
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- tas_min_05(Station, time)float641.607 2.965 1.848 ... -0.632 -5.043
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- [2024-03-11 14:42:12] tas_min_05: fa.TAS_MIN_05(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual minimum of variable (m[5]).
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- tas_min_06(Station, time)float648.753 8.274 6.496 ... 3.33 5.581
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- [2024-03-11 14:42:12] tas_min_06: fa.TAS_MIN_06(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual minimum of variable (m[6]).
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- tas_min_07(Station, time)float6412.18 9.327 11.33 ... 7.984 9.167
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- [2024-03-11 14:42:12] tas_min_07: fa.TAS_MIN_07(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual minimum of variable (m[7]).
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- tas_min_08(Station, time)float6410.27 7.381 11.59 ... 8.633 9.459
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- [2024-03-11 14:42:12] tas_min_08: fa.TAS_MIN_08(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual minimum of variable (m[8]).
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- tas_min_09(Station, time)float643.872 6.597 5.539 ... 2.754 6.188
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- [2024-03-11 14:42:12] tas_min_09: fa.TAS_MIN_09(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual minimum of variable (m[9]).
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- tas_min_10(Station, time)float64-2.127 -0.7163 ... -2.594 -1.755
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- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 167
- GRIB_shortName :
- 2t
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Minimum of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:42:12] tas_min_10: fa.TAS_MIN_10(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual minimum of variable (m[10]).
array([[-2.1266733 , -0.71628144, -2.3397145 , -0.66671422, -1.83562681, -2.88810926, -1.19858006, -3.33815437, -0.11841713, -2.06722082, -0.96223217, -3.60837444, -2.23688245, 1.33325412, -1.07813634, -0.44506685, -2.91521901, -0.42096783, -3.19949096, -1.17323376, -2.74140892, -4.40447115, -0.79218966, -1.19260438, -1.98159697, -1.57199278, -0.07876564, -1.58826708, -2.03346542, -0.10832408], [-2.1234072 , -0.70254659, -2.34393401, -0.65834268, -1.78900077, -2.85932254, -1.17467465, -3.30988601, -0.09923966, -2.04871904, -0.93665404, -3.57872955, -2.20902797, 1.35900082, -1.04065279, -0.41192973, -2.98420531, -0.36793585, -3.17751482, -1.18715374, -2.83228647, -4.37942656, -0.77929307, -1.30458101, -1.99151161, -1.56625063, -0.06359742, -1.65891092, -2.02167306, -0.08810793], [-4.09858355, -0.85693074, -2.71008759, -2.33572078, -2.50883323, -3.55664186, -2.71612291, -4.19831442, -2.23015186, -1.95153057, -1.37193422, -4.28005239, -3.34142452, -0.24973456, -1.6648334 , -2.51831047, -4.62800113, -0.35838806, -2.08785935, -2.34522215, -1.8813473 , -5.50989489, -1.51342148, 0.02453638, -0.14502417, -0.74261044, -1.20051181, -3.56721748, -2.59410429, -1.75513804]])
- tas_min_11(Station, time)float64-11.38 -15.49 ... -2.705 -8.084
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- unknown
- GRIB_cfVarName :
- t2m
- GRIB_dataType :
- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 167
- GRIB_shortName :
- 2t
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Minimum of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:42:12] tas_min_11: fa.TAS_MIN_11(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual minimum of variable (m[11]).
array([[-11.37574816, -15.48983437, -10.25066423, -8.8663083 , -14.84128434, -15.66683602, -16.90083427, -9.68735729, -22.67691224, -8.59161062, -8.2885206 , -10.96747286, -13.86646503, -12.18403461, -21.18867637, -19.09274316, -18.03768094, -5.26917578, -6.12546459, -10.42908612, -6.77080755, -14.95205414, -5.73532517, -6.68807148, -13.99272621, -3.40826191, -12.52133027, -8.72210976, -3.61928498, -10.11867432], [-11.46752575, -15.41733338, -10.23201627, -8.84161018, -14.83156989, -15.96123068, -16.95222523, -9.6546591 , -22.65157083, -8.47923246, -8.31643854, -10.92197015, -13.82670842, -12.25262347, -21.32045799, -19.14274831, -18.23045083, -5.21865027, -6.11094893, -10.40171825, -6.80039885, -14.89910222, -5.72964586, -6.66658723, -14.09592588, -3.37633334, -12.49508896, -8.69479015, -3.63207964, -9.93491921], [ -7.92248748, -12.48325666, -8.67984963, -9.05236009, -8.74686613, -14.31938902, -13.88294442, -6.00356589, -17.18995269, -7.71489932, -9.38686806, -7.87577386, -13.46688862, -9.43846289, -16.42108968, -11.03868316, -10.98253663, -5.64527945, -7.65800277, -12.27608416, -5.79736968, -10.9236015 , -8.11608689, -8.75685486, -11.87783135, -6.23683989, -11.71598987, -10.15282188, -2.70450566, -8.08401863]])
- tas_min_12(Station, time)float64-19.19 -21.18 ... -23.27 -17.79
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- unknown
- GRIB_cfVarName :
- t2m
- GRIB_dataType :
- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 167
- GRIB_shortName :
- 2t
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Minimum of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:42:12] tas_min_12: fa.TAS_MIN_12(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual minimum of variable (m[12]).
array([[-19.19203072, -21.18315122, -29.75868095, -28.4797135 , -32.25310336, -24.92181973, -22.78338902, -28.82746707, -32.75489356, -25.44589588, -25.73698478, -24.03235532, -34.0092637 , -24.73265243, -27.01572861, -26.78006988, -23.95145002, -29.10389305, -22.48447355, -26.48245112, -12.77165792, -23.9905003 , -18.12784439, -28.48273854, -22.72246653, -20.18447694, -21.49529035, -22.76248144, -23.75229038, -18.2786706 ], [-19.23768486, -21.14172255, -29.79639458, -28.45581596, -32.40671423, -24.91227465, -22.79471661, -28.75747971, -32.80001944, -25.51206682, -25.73203988, -24.11940896, -34.07583882, -24.7898907 , -27.07301573, -26.78194946, -23.92041141, -29.00612003, -22.49277818, -26.5542261 , -12.77578527, -23.93950602, -17.8961324 , -28.58298957, -22.84226667, -20.18014565, -21.49297563, -22.92269408, -23.8558524 , -18.24065612], [-18.15893044, -20.15237374, -30.78668119, -27.55232631, -29.83994683, -25.15685781, -25.73691682, -26.89778064, -32.43583021, -26.32885123, -23.44176001, -28.21409333, -36.23220263, -21.70228667, -24.79402725, -25.13008055, -27.77033098, -31.12906977, -24.00654438, -25.2325287 , -15.49686777, -23.69881783, -20.68091528, -34.50240905, -22.79907671, -14.18215949, -24.52779026, -24.86531479, -23.27025903, -17.79176699]])
- tas_min_spring(Station, time)float64-22.98 -24.26 ... -25.67 -19.78
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- unknown
- GRIB_cfVarName :
- t2m
- GRIB_dataType :
- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 167
- GRIB_shortName :
- 2t
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Minimum of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:42:14] tas_min_spring: fa.TAS_MIN_SPRING(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual minimum of variable (02-11 to 06-19).
array([[-22.98073649, -24.25802268, -26.15094286, -23.93256492, -21.60307959, -21.44121049, -26.11264203, -19.36902588, -27.46490141, -24.93641924, -22.04698123, -25.13513481, -28.81485771, -27.64842862, -27.10222712, -25.26938974, -24.38781193, -23.24612903, -23.78522791, -22.55029614, -23.93237901, -23.40916159, -30.49814208, -26.8862271 , -21.40091018, -22.29837667, -26.45356182, -24.68776879, -22.30431741, -12.7023202 ], [-22.97959199, -24.27835522, -26.23029737, -24.10041257, -21.60343595, -21.43579495, -26.10843841, -19.37498225, -27.47046108, -24.93796633, -22.04124903, -25.13222042, -28.79974233, -27.69195117, -27.14957713, -25.2709514 , -24.39160762, -23.25900305, -23.81055146, -22.52724228, -23.95772504, -23.38293418, -30.51637279, -26.88168958, -21.42484605, -22.2708131 , -26.30601696, -24.83407727, -22.39049245, -12.85123559], [-22.71079049, -21.62215032, -25.84459586, -29.1238532 , -20.19379738, -26.14657978, -28.39429729, -25.27917717, -28.91967466, -26.25940774, -25.02108897, -27.00139761, -26.4896699 , -24.39906309, -27.26263392, -23.11540986, -25.20683637, -23.25078755, -23.99480641, -21.02497527, -23.94499328, -25.27237972, -31.04427394, -26.18999563, -21.10859918, -23.08716733, -29.07749998, -25.39293754, -25.6674867 , -19.77575533]])
- tas_min_summer_fall(Station, time)float64-5.521 -5.482 ... -2.705 -5.949
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- unknown
- GRIB_cfVarName :
- t2m
- GRIB_dataType :
- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 167
- GRIB_shortName :
- 2t
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Minimum of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:42:15] tas_min_summer_fall: fa.TAS_MIN_SUMMER_FALL(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual minimum of variable (06-20 to 11-19).
array([[ -5.52131029, -5.48177058, -9.67066386, -8.8663083 , -10.48608959, -11.49370675, -6.66899803, -3.33815437, -5.9140038 , -8.59161062, -8.2885206 , -10.96747286, -5.86382961, -2.59945908, -7.02874204, -9.62813688, -6.68350876, -5.26917578, -5.46326869, -2.17566707, -6.77080755, -12.84858147, -5.73532517, -6.68807148, -5.29756155, -3.23577847, -4.87750433, -5.85379614, -3.61928498, -2.54770965], [ -5.50296852, -5.48055671, -9.58479887, -8.84161018, -10.46785218, -11.39902331, -6.65156536, -3.30988601, -5.91388545, -8.44512355, -8.31643854, -10.92197015, -5.84098602, -2.67900339, -7.15401369, -9.61554782, -6.65791544, -5.21865027, -5.52071585, -2.1164685 , -6.80039885, -12.92968603, -5.72964586, -6.66658723, -5.28314772, -3.20777055, -4.88185343, -5.85534062, -3.63207964, -2.52979165], [ -6.43227184, -6.1649129 , -8.67984963, -9.05236009, -8.74686613, -14.31938902, -5.86524796, -4.37029403, -9.28439024, -7.09367962, -9.38686806, -7.87577386, -8.71896105, -1.91543281, -8.84748807, -10.5113594 , -6.40598537, -5.64527945, -5.01863102, -4.46908351, -2.94861107, -10.9236015 , -8.11608689, -6.77082689, -9.03362635, -6.23683989, -4.99272244, -10.15282188, -2.70450566, -5.94893369]])
- tas_min_year(Station, time)float64-39.48 -32.72 ... -32.84 -28.53
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- unknown
- GRIB_cfVarName :
- t2m
- GRIB_dataType :
- fc
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- 2 metre temperature
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 167
- GRIB_shortName :
- 2t
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- K
- long_name :
- Minimum of variable
- standard_name :
- unknown
- units :
- °C
- cell_methods :
- time: mean
- history :
- [2024-03-11 14:42:17] tas_min_year: fa.TAS_MIN_YEAR(tas=tas) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual minimum of variable (01-01 to 12-31).
array([[-39.48280706, -32.7245941 , -29.75868095, -28.4797135 , -32.25310336, -29.6028481 , -27.95685514, -30.63972644, -32.75489356, -25.44589588, -29.67321455, -33.58177266, -34.27246288, -34.08426609, -35.27256866, -28.93838321, -31.19214689, -30.21012775, -30.0341023 , -27.46011776, -24.00195941, -23.9905003 , -30.49814208, -35.83975633, -28.85435587, -23.49350063, -28.54576846, -25.26211853, -32.02571826, -24.65457701], [-39.56195988, -32.68813996, -29.79639458, -28.45581596, -32.40671423, -29.50843105, -28.01388967, -30.60965444, -32.80001944, -25.51206682, -29.72331554, -33.65882635, -34.53590112, -34.20800736, -35.34157414, -29.09229165, -31.20830615, -30.2740806 , -30.03169703, -27.47211901, -24.12162136, -23.93950602, -30.51637279, -35.85284315, -28.82678106, -23.55432166, -28.54401892, -25.23440091, -32.10721035, -24.8092683 ], [-36.96008041, -34.57627807, -30.78668119, -30.75899291, -29.83994683, -27.48191463, -29.61551842, -33.33351571, -32.43583021, -26.32885123, -30.01340507, -35.90002526, -36.23220263, -36.2616889 , -31.6250064 , -32.0264244 , -33.06320284, -31.12906977, -31.48640747, -30.96090306, -23.94499328, -25.27237972, -31.04427394, -35.1453194 , -31.49808444, -25.06021778, -29.07749998, -27.52218383, -32.83536208, -28.52731729]])
- pr_sum_01(Station, time)float6423.4 91.04 82.64 ... 43.93 53.78
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:17] pr_sum_01: fa.PR_SUM_01(pr=pr) with options check_missing=skip - xclim version: 0.48.2
- long_name :
- Integral of variable
- description :
- Annual integral of variable (m[1]).
array([[ 23.40379484, 91.04143722, 82.64005871, 40.41029484, 48.55065441, 131.87960013, 55.33038955, 44.16563065, 72.30947408, 110.13319539, 70.87246596, 91.88232249, 91.10925521, 91.52241532, 121.87976675, 88.57515252, 122.4037686 , 146.68869618, 130.04528562, 97.38960598, 34.31278783, 51.39530035, 28.53033272, 37.5846798 , 49.83448474, 127.93699213, 68.16800307, 88.69825905, 61.22246764, 71.93537655], [ 23.32881824, 91.22413027, 82.66634914, 40.4527373 , 48.57896214, 131.91432325, 55.50889124, 44.06217919, 72.16431044, 110.2121261 , 70.91243532, 91.72790615, 91.36235922, 91.6249768 , 121.87138612, 88.233414 , 122.40913392, 146.98254748, 129.96743584, 97.39645447, 34.4337545 , 51.49582614, 28.62363843, 37.60056693, 49.97081806, 127.84978792, 68.36931337, 88.83416459, 61.22549446, 71.71382827], [ 24.27591427, 74.2373725 , 61.36655962, 37.03771326, 59.59057312, 58.95888068, 32.81629066, 58.57759158, 72.82709659, 74.73189122, 56.7691889 , 71.89568382, 70.76697166, 63.76575661, 74.53545267, 88.69298868, 126.37862772, 68.70585697, 98.06520461, 68.03139358, 48.90044118, 43.8873818 , 31.01840197, 49.25705773, 56.19506608, 100.09265196, 52.4847635 , 85.18346326, 43.931054 , 53.77516217]])
- pr_sum_02(Station, time)float64177.2 53.98 91.72 ... 83.67 37.52
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:17] pr_sum_02: fa.PR_SUM_02(pr=pr) with options check_missing=skip - xclim version: 0.48.2
- long_name :
- Integral of variable
- description :
- Annual integral of variable (m[2]).
array([[177.17798822, 53.97759765, 91.71653426, 92.48576961, 64.83624274, 36.71568375, 13.29430318, 81.15170797, 41.36658384, 83.76051323, 39.82750558, 72.30888648, 61.58459056, 48.95666332, 53.89570583, 85.69516504, 113.44473924, 47.75953664, 52.95935217, 60.10522734, 75.6020768 , 61.21894392, 51.03398776, 37.82004284, 50.75130545, 80.65926144, 40.45387409, 99.94582525, 78.61773731, 57.54458481], [177.05610222, 54.01225615, 91.53747657, 92.82461496, 64.81464607, 36.78939094, 13.37089389, 80.91316733, 41.44451841, 84.02851163, 39.81028333, 72.36051584, 61.67982998, 49.17496936, 53.99620402, 85.35695215, 113.47851517, 47.77986744, 52.85886437, 60.31227991, 75.56774453, 61.01591988, 51.1166402 , 37.902682 , 50.69281804, 80.57930135, 40.64246085, 99.99538833, 78.67308462, 57.72585048], [ 97.71039376, 35.88066401, 48.40084541, 60.8485709 , 77.31932653, 22.08628743, 29.44228249, 72.28882709, 25.29107015, 53.38590189, 38.72629591, 53.76867334, 24.44286451, 38.73722863, 27.23131372, 65.22976881, 90.35937003, 22.86906564, 44.6268815 , 37.45887111, 75.67884995, 104.79783629, 42.7326452 , 42.34879627, 37.134376 , 77.01766293, 23.43398801, 57.63116738, 83.67134002, 37.51646391]])
- pr_sum_03(Station, time)float6473.45 88.55 86.71 ... 47.01 2.956
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:17] pr_sum_03: fa.PR_SUM_03(pr=pr) with options check_missing=skip - xclim version: 0.48.2
- long_name :
- Integral of variable
- description :
- Annual integral of variable (m[3]).
array([[ 73.45435938, 88.55005774, 86.71158029, 59.814298 , 96.7350447 , 84.53294489, 61.88789089, 32.51453934, 81.46883433, 68.14681715, 114.51763306, 101.27785518, 68.74753851, 60.74914155, 76.53382307, 30.24385767, 94.41327956, 114.863175 , 85.39689681, 69.25369038, 81.57997315, 94.13042652, 78.26032721, 60.95866803, 51.49965867, 41.96349057, 86.59521531, 128.30046929, 66.52417466, 53.71632489], [ 73.49149694, 88.54283146, 86.93856316, 59.98716445, 96.89418328, 84.42305344, 61.66332192, 32.53075524, 81.65092094, 68.36111119, 114.60849482, 100.88937649, 68.89141692, 60.76897645, 76.29687494, 30.195649 , 94.50272502, 114.6418187 , 85.27902214, 69.42404446, 81.72629092, 93.8895516 , 78.54995156, 60.94443674, 51.51021503, 42.17713079, 86.7786701 , 128.35632912, 66.57304251, 53.86613154], [ 64.24479093, 65.20638485, 71.63721922, 43.59695027, 110.71474021, 89.88984009, 88.14118392, 55.3591522 , 79.75924445, 48.96564058, 94.45326589, 87.99676498, 33.60519904, 42.41980058, 56.08016411, 39.98790816, 56.21508782, 135.63935041, 37.832658 , 71.64160276, 33.73300829, 88.93288266, 62.54544996, 99.08406049, 45.19864215, 51.05165911, 63.37299224, 65.88778032, 47.00695485, 2.95558853]])
- pr_sum_04(Station, time)float6499.17 82.77 152.9 ... 94.83 61.57
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:17] pr_sum_04: fa.PR_SUM_04(pr=pr) with options check_missing=skip - xclim version: 0.48.2
- long_name :
- Integral of variable
- description :
- Annual integral of variable (m[4]).
array([[ 99.17240755, 82.76876808, 152.93240144, 100.16712399, 87.85221728, 68.410618 , 59.37821428, 98.92300666, 73.62114306, 87.9434617 , 103.7329961 , 59.45533422, 135.00036785, 126.10403553, 68.24563203, 177.85847013, 64.87722812, 53.68962487, 39.90536697, 128.10551484, 39.70904751, 93.90808676, 98.94150186, 68.50613268, 163.03100606, 105.0548605 , 126.81608195, 86.79942002, 72.2163226 , 90.57909579], [ 99.38613943, 82.88073687, 152.91382114, 100.50441524, 88.01624401, 67.99223923, 59.54449999, 98.96922591, 73.83112457, 87.93979383, 104.16085181, 59.46413578, 135.03567802, 126.65500264, 67.95893464, 177.69481936, 64.8565471 , 53.82167257, 40.06185848, 128.24019529, 39.8629335 , 94.19243429, 98.72766977, 68.94361782, 162.87794783, 105.18001331, 126.93326583, 86.77371527, 72.39607539, 90.90711311], [112.83064896, 77.40629116, 86.15984494, 81.34115731, 73.22967553, 72.64471899, 46.38121602, 79.82191517, 34.92071357, 71.83220962, 94.75084604, 54.53791708, 81.36830281, 60.20060236, 73.8799196 , 116.99051869, 48.48614729, 45.58666555, 29.14618276, 35.65131636, 50.03099038, 63.02808139, 59.43005809, 63.36476546, 110.90707888, 68.63719341, 103.2107956 , 93.60900427, 94.83228561, 61.5724462 ]])
- pr_sum_05(Station, time)float64106.0 25.13 220.9 ... 75.86 71.84
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:17] pr_sum_05: fa.PR_SUM_05(pr=pr) with options check_missing=skip - xclim version: 0.48.2
- long_name :
- Integral of variable
- description :
- Annual integral of variable (m[5]).
array([[105.98777541, 25.12964602, 220.87867421, 137.66181021, 81.15034541, 160.04263269, 103.9132546 , 44.88273321, 152.88689606, 101.50936956, 76.72874124, 68.6265707 , 94.2712895 , 122.15755427, 87.14602438, 110.71267957, 107.2972596 , 58.74302429, 78.13264234, 154.03706539, 62.930027 , 130.98074661, 116.77858192, 85.50644005, 59.18653061, 143.94724314, 68.89922917, 54.53641869, 137.91456512, 36.84591618], [105.87074508, 25.08970075, 219.53864516, 138.28630271, 81.30281444, 159.73387463, 104.4148259 , 44.77425421, 153.16945192, 101.43982749, 76.87793504, 68.96452846, 94.41920271, 122.6526061 , 86.69262434, 111.10334279, 107.09942791, 58.57468944, 78.22364515, 154.10400617, 63.10902285, 131.09850413, 117.20433906, 85.48967374, 59.37601813, 144.0818018 , 69.25633516, 54.43877403, 138.41591513, 37.02579917], [ 84.01239454, 30.60832115, 165.8704261 , 133.9201292 , 65.10892305, 111.95096667, 58.57942637, 65.62034921, 114.46387936, 73.58778675, 96.11958544, 60.39676495, 97.41616454, 102.23583523, 113.63692804, 47.99764451, 113.50199925, 53.4790055 , 108.35309736, 104.56294229, 85.39973449, 118.94706126, 73.85594312, 101.28141277, 45.21450675, 75.73072636, 31.56403791, 114.25818432, 75.85904749, 71.8360614 ]])
- pr_sum_06(Station, time)float64162.8 113.4 40.59 ... 42.73 130.2
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:17] pr_sum_06: fa.PR_SUM_06(pr=pr) with options check_missing=skip - xclim version: 0.48.2
- long_name :
- Integral of variable
- description :
- Annual integral of variable (m[6]).
array([[162.80763946, 113.41829237, 40.59382135, 109.35459449, 102.95640645, 141.35983124, 124.77037438, 80.24981435, 115.4105024 , 132.69948121, 35.81760557, 83.47039964, 126.51836247, 172.17826137, 39.72381914, 91.42997622, 82.96134842, 161.00318241, 91.19365082, 118.98368264, 89.00224849, 96.29217449, 72.63097576, 92.65299286, 113.40316643, 161.15816817, 100.71155628, 166.63082534, 158.42267689, 133.88957871], [161.56372581, 113.25530655, 40.55026727, 110.052114 , 102.7699817 , 141.51789279, 124.73581101, 80.10266373, 115.75237679, 133.34124826, 36.20497255, 83.45331375, 126.66560375, 172.30592197, 39.87420578, 91.6378473 , 82.94205889, 161.06024519, 91.12913658, 118.86539148, 89.00704521, 96.60394751, 72.85984121, 92.92147021, 113.2262808 , 161.63769396, 101.47384683, 165.96600162, 158.37328792, 134.17592113], [ 98.66570614, 106.23342765, 76.94807943, 96.94504962, 63.10318095, 89.13018833, 84.4087439 , 58.26355804, 93.41503007, 116.03300638, 42.03305323, 65.27975941, 108.21208973, 100.9501663 , 27.29446693, 94.99449155, 63.34901863, 140.67448053, 105.15389833, 105.44662445, 82.83686194, 129.52857276, 77.56977315, 67.91497411, 76.79642115, 84.29553787, 93.9737058 , 149.48720147, 42.73206703, 130.22018959]])
- pr_sum_07(Station, time)float6473.57 67.58 81.61 ... 163.0 66.45
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:17] pr_sum_07: fa.PR_SUM_07(pr=pr) with options check_missing=skip - xclim version: 0.48.2
- long_name :
- Integral of variable
- description :
- Annual integral of variable (m[7]).
array([[ 73.56951773, 67.58030397, 81.61088531, 147.18815856, 93.41848081, 187.8022164 , 118.21232247, 97.16413503, 66.99669218, 82.36986398, 68.87402785, 174.79185766, 101.09659852, 204.57043765, 155.00425625, 183.78524988, 86.93247099, 123.27730362, 113.9599146 , 103.6562607 , 125.04834647, 157.51208276, 88.71617083, 113.69302015, 91.45948957, 97.73177191, 138.09055858, 189.41991085, 143.96325237, 73.12455898], [ 73.58237257, 67.17967886, 81.95388953, 146.7129233 , 93.47047456, 189.03226761, 118.46963882, 97.03994915, 67.42272783, 82.6986692 , 68.8115279 , 173.8740008 , 101.38080207, 204.11571148, 155.79236505, 182.83380884, 86.98605485, 123.34499746, 114.57403154, 103.92564096, 124.84057501, 158.67245015, 87.49612772, 113.68437422, 90.96609723, 97.55808465, 137.4426261 , 189.50129238, 143.64622062, 73.29014345], [ 60.61999494, 57.38936538, 68.36331318, 145.23423543, 156.42293403, 103.4939775 , 95.9235497 , 83.77607045, 48.98114461, 65.12193664, 100.09813253, 91.65548236, 68.60068704, 116.18188568, 138.3173836 , 165.04800311, 63.6773874 , 76.3826813 , 125.88164402, 74.92022009, 41.00170302, 102.56624057, 102.70158893, 108.88473089, 62.57838899, 106.07698194, 97.86749914, 138.7163356 , 163.03373891, 66.44644481]])
- pr_sum_08(Station, time)float64142.2 117.3 88.39 ... 120.0 102.2
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:17] pr_sum_08: fa.PR_SUM_08(pr=pr) with options check_missing=skip - xclim version: 0.48.2
- long_name :
- Integral of variable
- description :
- Annual integral of variable (m[8]).
array([[142.17700918, 117.34089635, 88.39079101, 97.38922239, 61.39302248, 137.01332558, 64.07064279, 141.14234912, 66.58329942, 178.59259726, 185.1186627 , 121.40983251, 142.97048289, 89.29774222, 77.62911196, 94.64073801, 138.75034736, 68.39109758, 73.66064922, 114.310048 , 103.80380096, 43.90071096, 119.55266332, 142.30616672, 149.20413261, 111.29686403, 86.40840534, 111.1404256 , 85.26391487, 99.50795985], [142.00192448, 117.42298002, 88.2192102 , 97.87106276, 61.7689147 , 137.38890119, 63.97601207, 141.28791277, 66.78546821, 179.42117867, 186.02851649, 120.65244076, 143.19985713, 89.14468181, 77.99077813, 94.97028468, 139.62879689, 68.64952046, 73.69789803, 114.64279234, 103.28351464, 44.04071204, 119.21033119, 142.97027012, 149.85672689, 111.13827176, 85.655988 , 111.36723496, 85.59252619, 100.07187097], [ 84.34835355, 88.62300539, 77.9808916 , 107.69532556, 48.19918676, 95.97964867, 106.41922262, 222.90979655, 93.35817419, 50.91947686, 93.08071244, 156.42813246, 88.64374365, 134.52492549, 54.7385885 , 66.39915603, 107.97321199, 95.55363798, 73.40644184, 93.84714307, 126.18427654, 44.0264344 , 88.52983401, 66.38112953, 83.84246551, 92.25501455, 103.83718559, 111.93554046, 120.01375833, 102.24827536]])
- pr_sum_09(Station, time)float64131.3 101.4 80.7 ... 40.39 162.7
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:17] pr_sum_09: fa.PR_SUM_09(pr=pr) with options check_missing=skip - xclim version: 0.48.2
- long_name :
- Integral of variable
- description :
- Annual integral of variable (m[9]).
array([[131.2983278 , 101.41880615, 80.70447736, 50.76260981, 126.80035291, 186.72541472, 117.1577319 , 77.17950308, 98.35962117, 117.93279737, 69.51150864, 133.38621108, 111.77972798, 80.39993448, 101.75652525, 95.81306542, 102.58777531, 105.96719588, 190.57098517, 74.34606253, 81.6902341 , 102.5638065 , 79.03519039, 83.98582836, 151.72772625, 85.83917225, 80.37431901, 71.38467602, 68.95324708, 194.92020981], [131.37825528, 101.63247306, 80.54910833, 51.086636 , 126.76993601, 186.88965472, 117.79013353, 77.09580458, 98.36164192, 118.00870883, 69.72946562, 133.40449815, 111.78810738, 80.11675246, 102.17103984, 95.90911682, 102.3800055 , 105.65631138, 190.30890978, 74.47250419, 81.12914951, 102.75269185, 78.91271657, 83.46179427, 151.02854293, 85.52000762, 80.64469443, 70.82444764, 69.37962439, 194.24471883], [141.12871798, 113.15895831, 101.6695283 , 84.18356737, 54.55557108, 100.41823778, 58.41709475, 133.90658696, 79.40237866, 106.12371167, 105.21768118, 138.71612014, 77.87348963, 81.70461188, 82.44895357, 97.70292884, 120.44771305, 109.11586781, 153.34133751, 76.22885281, 146.53942314, 64.83219527, 132.90259897, 19.42205284, 156.18838337, 123.64175432, 45.8398223 , 102.18871976, 40.39381466, 162.671824 ]])
- pr_sum_10(Station, time)float64129.4 46.1 96.5 ... 130.9 61.07
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:17] pr_sum_10: fa.PR_SUM_10(pr=pr) with options check_missing=skip - xclim version: 0.48.2
- long_name :
- Integral of variable
- description :
- Annual integral of variable (m[10]).
array([[129.36924874, 46.09766182, 96.50354881, 64.19548293, 86.54607602, 69.1935132 , 98.70916392, 120.02210366, 107.81878339, 152.15915148, 161.7825605 , 62.10563637, 122.34025167, 24.15012736, 149.0946572 , 117.87713915, 53.1529043 , 87.57026688, 111.171548 , 67.90124327, 113.00214163, 89.47917862, 158.40828467, 59.54444621, 152.67531271, 178.41536325, 116.59738741, 100.58405335, 91.40752128, 141.65551429], [129.68974744, 46.23326339, 96.60276742, 64.34355595, 86.71608801, 69.27415669, 98.79367995, 119.73035163, 107.73885831, 152.32106284, 160.81529965, 62.22540285, 122.33432883, 24.08712087, 149.10072666, 117.76121649, 52.8900649 , 87.60431702, 110.97755349, 67.89985686, 113.03187323, 89.37280031, 158.66963503, 59.32230773, 153.40866167, 178.53588479, 116.47144768, 100.18318951, 91.34770344, 142.08534878], [100.91925212, 78.32144867, 116.29037235, 91.45597252, 64.10102758, 61.31575992, 93.89832215, 152.65895984, 84.02303523, 123.99370419, 135.48234643, 68.08498661, 137.84493408, 49.67258608, 141.09872403, 68.30926727, 64.70658806, 42.33613652, 96.16566933, 37.7377374 , 166.60041816, 90.67355045, 142.79138951, 87.60697887, 56.97838133, 167.89788692, 89.43913453, 78.52846296, 130.90802862, 61.07137116]])
- pr_sum_11(Station, time)float6475.14 114.5 211.9 ... 59.39 78.67
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:17] pr_sum_11: fa.PR_SUM_11(pr=pr) with options check_missing=skip - xclim version: 0.48.2
- long_name :
- Integral of variable
- description :
- Annual integral of variable (m[11]).
array([[ 75.13580929, 114.52677416, 211.91445256, 95.94879956, 82.86441824, 107.24759783, 117.92841619, 146.22245573, 163.21469612, 103.41670964, 52.5570827 , 93.29189581, 123.10714697, 110.04898162, 136.19019544, 82.64459813, 96.31734474, 82.28738389, 90.16395407, 54.67663176, 100.54745642, 94.69964335, 144.47468031, 89.51878074, 126.45692552, 107.08493334, 92.63840409, 84.03616085, 76.02304501, 123.59663656], [ 75.14660597, 114.06669753, 212.44396622, 95.94883685, 83.15194939, 107.83700511, 118.16677721, 145.9171389 , 163.22857238, 103.42103214, 52.61562812, 93.47553468, 123.08963981, 110.12051724, 136.15777767, 82.49191402, 96.27067817, 82.25721275, 90.03555594, 54.82130693, 100.56146026, 94.6902275 , 144.20530249, 89.62848574, 126.3851898 , 107.05391799, 92.72122928, 83.73505617, 76.5074062 , 123.78068653], [ 54.34011433, 100.38086985, 113.91536945, 112.77715111, 76.27022416, 54.75576285, 70.34604659, 110.42750727, 157.38947492, 136.30323865, 65.41541493, 98.79545301, 98.8214726 , 96.86141772, 140.86621059, 92.91101335, 53.58672514, 80.93066163, 113.43537728, 66.1062458 , 91.57066099, 93.16621659, 142.13102337, 83.01155926, 129.61328484, 101.07552642, 72.55635306, 85.92150888, 59.38522834, 78.67271769]])
- pr_sum_12(Station, time)float6482.06 105.9 170.6 ... 66.37 92.34
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:17] pr_sum_12: fa.PR_SUM_12(pr=pr) with options check_missing=skip - xclim version: 0.48.2
- long_name :
- Integral of variable
- description :
- Annual integral of variable (m[12]).
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- pr_sum_spring(Station, time)float64476.9 260.7 513.8 ... 317.2 253.4
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:19] pr_sum_spring: fa.PR_SUM_SPRING(pr=pr) with options check_missing=skip - xclim version: 0.48.2
- long_name :
- Integral of variable
- description :
- Annual integral of variable (02-11 to 06-19).
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- pr_sum_summer_fall(Station, time)float64612.0 464.9 505.4 ... 492.6 484.3
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:21] pr_sum_summer_fall: fa.PR_SUM_SUMMER_FALL(pr=pr) with options check_missing=skip - xclim version: 0.48.2
- long_name :
- Integral of variable
- description :
- Annual integral of variable (06-20 to 11-19).
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- pr_sum_year(Station, time)float641.276e+03 1.008e+03 ... 968.1 921.3
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:23] pr_sum_year: fa.PR_SUM_YEAR(pr=pr) with options check_missing=skip - xclim version: 0.48.2
- long_name :
- Integral of variable
- description :
- Annual integral of variable (01-01 to 12-31).
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- snd_mean_01(Station, time)float6467.68 110.8 18.01 ... 133.8 77.56
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- [2024-03-11 14:42:23] snd_mean_01: fa.SND_MEAN_01(snd=snd) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (m[1]).
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- snd_mean_02(Station, time)float6448.3 183.4 44.98 ... 168.5 89.92
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- [2024-03-11 14:42:23] snd_mean_02: fa.SND_MEAN_02(snd=snd) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (m[2]).
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- snd_mean_03(Station, time)float648.974 195.5 36.08 ... 194.6 80.46
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- [2024-03-11 14:42:23] snd_mean_03: fa.SND_MEAN_03(snd=snd) with options check_missing=skip - xclim version: 0.48.2
- description :
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- snd_mean_04(Station, time)float640.1946 81.42 4.933 ... 117.7 2.051
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- [2024-03-11 14:42:23] snd_mean_04: fa.SND_MEAN_04(snd=snd) with options check_missing=skip - xclim version: 0.48.2
- description :
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- snd_mean_05(Station, time)float640.008909 0.003593 ... 0.1019 1.929
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- time: mean within days
- history :
- [2024-03-11 14:42:23] snd_mean_10: fa.SND_MEAN_10(snd=snd) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (m[10]).
array([[ 3.61139143e-01, -7.34536492e-22, 2.41486332e-03, 2.29913481e-02, 4.69827196e-03, 4.94546779e-06, 9.05844746e-02, 4.83066363e-01, 1.33699912e-01, 1.30300386e-04, 6.23410965e-04, 7.34941737e-03, 1.46288737e-02, -7.34536492e-22, 3.46234867e-04, 8.98279376e-03, 2.20148737e+00, -7.34536492e-22, 1.19405842e-01, 5.29453153e-01, 1.82779646e-02, 8.12765804e-01, 3.80211111e-01, -7.34536492e-22, 5.62131621e-01, 7.17810705e-02, 3.53203728e-05, 2.12440358e-01, 4.74443614e-01, 3.78229469e-02], [ 3.53039059e-01, -7.34536492e-22, 2.12471116e-03, 2.11217644e-02, 4.75507148e-03, 5.59113077e-06, 9.08719839e-02, 4.73565500e-01, 1.32524888e-01, 3.49918899e-05, 4.01060019e-04, 5.82594665e-03, 1.43570105e-02, -7.34536492e-22, 3.41517223e-04, 7.18441007e-03, 2.15564576e+00, -7.34536492e-22, 1.17949372e-01, 5.30136147e-01, 1.82564406e-02, 7.67531161e-01, 3.76220329e-01, -7.34536492e-22, 5.67001388e-01, 6.40495318e-02, -7.34536492e-22, 2.12197131e-01, 4.50945143e-01, 3.88987253e-02], [ 9.71583079e-01, 1.42202276e-01, 1.07564546e-01, 2.02750159e-03, 4.49523262e-04, 4.99882575e-02, 2.55766768e+00, 8.64158672e-01, 6.25729920e-02, 3.46245881e-01, 3.40128349e-01, 1.32841331e+00, 3.63381324e-01, 2.25622383e-03, 1.12344383e-01, 6.59289327e-02, 5.37784256e+00, 1.82143228e-02, 8.38507987e-02, 9.84556250e-02, 1.24945707e+00, 3.46299753e+00, 2.36999203e-01, 3.60352074e-03, 1.07592907e-01, 5.06036683e+00, 3.10637405e-02, 7.46009765e-01, 5.81707079e-01, 4.03067289e-01]])
- snd_mean_11(Station, time)float644.29 2.369 9.772 ... 1.028 7.307
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- lwe_thickness_of_surface_snow_amount
- GRIB_cfVarName :
- sd
- GRIB_dataType :
- an
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- Snow depth
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 141
- GRIB_shortName :
- sd
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- m of water equivalent
- long_name :
- Average of variable
- standard_name :
- lwe_thickness_of_surface_snow_amount
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:23] snd_mean_11: fa.SND_MEAN_11(snd=snd) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (m[11]).
array([[ 4.28974404, 2.36937508, 9.7720389 , 1.36281062, 6.68074249, 15.26067058, 5.21228243, 4.11255787, 9.59781013, 8.88516485, 5.76484828, 2.678019 , 3.57714025, 1.33381731, 7.40823478, 6.0512239 , 5.40612165, 1.70078805, 1.17746732, 1.92515025, 2.89728804, 11.89842887, 1.26028388, 1.06339417, 3.87181501, 0.34176204, 9.06606465, 2.04047627, 0.21188497, 2.43625587], [ 4.25217239, 2.35124633, 9.52005812, 1.34880915, 6.60707211, 15.26330399, 5.24602963, 4.05860508, 9.58360883, 8.65972836, 5.72610232, 2.61638331, 3.54660265, 1.32368575, 7.32005598, 6.03748893, 5.41207684, 1.64675875, 1.18308867, 1.90990846, 2.8808137 , 11.77985788, 1.23589341, 1.01893053, 3.82899964, 0.33401563, 9.04767614, 1.96645463, 0.21338249, 2.39608161], [ 5.97414333, 4.59966802, 23.1985111 , 9.37997921, 4.55986743, 12.04736271, 3.86912073, 8.17806055, 12.66672599, 16.03241909, 5.09612769, 4.1452475 , 12.26086094, 2.05069653, 21.58187721, 13.75529997, 7.52542866, 4.96769941, 6.86803519, 7.89144901, 3.19674127, 13.17395699, 9.62343612, 6.24538221, 4.4819734 , 7.26319927, 6.8354026 , 13.48799938, 1.02788522, 7.30698126]])
- snd_mean_12(Station, time)float6444.07 5.757 76.06 ... 36.07 52.67
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- lwe_thickness_of_surface_snow_amount
- GRIB_cfVarName :
- sd
- GRIB_dataType :
- an
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- Snow depth
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 141
- GRIB_shortName :
- sd
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- m of water equivalent
- long_name :
- Average of variable
- standard_name :
- lwe_thickness_of_surface_snow_amount
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:23] snd_mean_12: fa.SND_MEAN_12(snd=snd) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (m[12]).
array([[44.06703887, 5.75688701, 76.06154416, 22.82101299, 24.2308966 , 54.8072441 , 27.15328359, 11.16008122, 64.74145571, 21.53646358, 18.78228845, 5.58235333, 10.96139923, 15.07888336, 69.62617761, 16.66124655, 43.33014184, 5.82325247, 4.78346889, 37.19525974, 6.1123358 , 33.07091552, 31.00560753, 46.19094774, 29.34704565, 9.04661331, 87.02500989, 44.45698834, 26.6361908 , 30.05993666], [43.90815824, 5.65992531, 74.895354 , 22.56122924, 24.15454915, 54.30642534, 27.033042 , 10.97939011, 64.58107351, 20.75330294, 18.60581878, 5.46628537, 10.77684199, 14.89296842, 69.34168364, 16.32096437, 43.34963994, 5.70822208, 4.70671489, 36.82452887, 6.05001831, 32.55289537, 30.92817279, 45.62181825, 29.18911092, 8.8825506 , 86.77019675, 43.69726554, 26.49619369, 29.86533787], [29.51847223, 13.06661127, 79.29615027, 24.60288283, 27.9573872 , 61.30020426, 29.12710498, 21.72144882, 61.384567 , 34.60395909, 27.00279957, 18.24405838, 18.73304134, 15.66655512, 90.73980834, 38.46063735, 36.94186856, 9.256202 , 12.63915043, 50.00984291, 12.09811877, 37.83743338, 45.14734492, 80.50079781, 26.24770645, 19.18730009, 74.02803973, 94.9719099 , 36.07357874, 52.66858932]])
- snd_mean_spring(Station, time)float646.949 92.08 16.65 ... 98.4 33.31
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- lwe_thickness_of_surface_snow_amount
- GRIB_cfVarName :
- sd
- GRIB_dataType :
- an
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- Snow depth
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 141
- GRIB_shortName :
- sd
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- m of water equivalent
- long_name :
- Average of variable
- standard_name :
- lwe_thickness_of_surface_snow_amount
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:24] snd_mean_spring: fa.SND_MEAN_SPRING(snd=snd) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (02-11 to 06-19).
array([[ 6.94929737, 92.07902521, 16.65099301, 68.21291963, 39.99847624, 46.88460356, 44.55086586, 28.22490342, 34.38158648, 55.69813485, 19.09309385, 23.83732483, 39.95017306, 49.44511412, 17.85140255, 11.58839839, 80.09610708, 76.19214848, 36.3930022 , 19.24431382, 85.33268523, 17.13296149, 32.33761524, 33.46821798, 34.71953509, 44.50255748, 21.2216831 , 119.90551664, 40.89657462, 16.81828898], [ 6.62649266, 90.98717453, 16.08420995, 66.39535561, 38.64957672, 46.28215088, 44.17086057, 27.26013537, 33.47062654, 53.72882856, 17.40173096, 23.07393351, 39.35759975, 48.41297019, 17.29683313, 10.54738617, 77.73096683, 75.03673046, 34.76506634, 18.76221228, 84.60721983, 16.3943705 , 31.73941809, 32.86673828, 33.47471332, 43.17654239, 20.87060944, 118.00063526, 39.52261029, 16.38864988], [ 37.92107125, 85.71171342, 26.63680339, 68.60880355, 104.32992857, 45.71600183, 49.9971122 , 54.32308291, 59.87632699, 68.7719816 , 49.30233119, 84.31444334, 51.45495242, 50.39309763, 15.06980094, 96.06404849, 126.70253564, 44.3117917 , 40.06098425, 17.53865324, 88.36961152, 82.1938092 , 48.8725569 , 61.38926047, 87.31866473, 90.07262672, 17.46755735, 75.05453892, 98.39649583, 33.31421917]])
- snd_mean_summer_fall(Station, time)float640.1345 0.1227 ... 0.2475 0.7276
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- lwe_thickness_of_surface_snow_amount
- GRIB_cfVarName :
- sd
- GRIB_dataType :
- an
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- Snow depth
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 141
- GRIB_shortName :
- sd
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- m of water equivalent
- long_name :
- Average of variable
- standard_name :
- lwe_thickness_of_surface_snow_amount
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:26] snd_mean_summer_fall: fa.SND_MEAN_SUMMER_FALL(snd=snd) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (06-20 to 11-19).
array([[1.34531232e-01, 1.22744639e-01, 7.60463848e-01, 9.98494341e-02, 7.48152511e-01, 2.90678702e-01, 2.02503069e-01, 2.57913240e-01, 1.39042157e-01, 1.38078576e+00, 1.01756178e+00, 1.94433787e-01, 6.06799688e-01, 2.12406757e-03, 3.24631093e-01, 8.32251382e-02, 5.89300288e-01, 5.33701277e-02, 2.09365729e-01, 1.69883204e-01, 3.12377290e-01, 8.82561424e-01, 2.70855774e-01, 1.50600752e-01, 2.96267911e-01, 2.48216215e-02, 4.95816501e-02, 7.63976330e-02, 1.07130521e-01, 3.89252829e-02], [1.32081283e-01, 1.22018208e-01, 7.45194687e-01, 9.81470561e-02, 7.38992069e-01, 2.88155350e-01, 2.03973782e-01, 2.53671852e-01, 1.35660491e-01, 1.35578997e+00, 1.01354406e+00, 1.87230963e-01, 6.02378672e-01, 1.98903123e-03, 3.20885510e-01, 8.22323082e-02, 5.81413749e-01, 5.13356682e-02, 2.10612331e-01, 1.69052789e-01, 3.11581913e-01, 8.64494890e-01, 2.66495047e-01, 1.44010252e-01, 2.92472316e-01, 2.14347773e-02, 4.86992463e-02, 7.57429813e-02, 1.02178905e-01, 3.93947474e-02], [4.24200939e-01, 2.45863128e-01, 2.42465392e+00, 9.56617673e-01, 3.90604224e-01, 7.35189905e-01, 7.84701705e-01, 1.12643069e+00, 6.11746968e-01, 2.38740416e+00, 8.24693229e-01, 8.30507723e-01, 1.65251868e+00, 5.85569044e-02, 1.22381776e+00, 1.21646187e+00, 1.40567132e+00, 3.44280544e-01, 1.08023414e+00, 2.40350307e-01, 4.70005323e-01, 2.09081029e+00, 1.40341219e+00, 6.37238254e-01, 3.37184579e-01, 2.14955312e+00, 1.63679869e-01, 6.62886813e-01, 2.47469193e-01, 7.27577913e-01]])
- snd_mean_year(Station, time)float6414.36 47.45 15.71 ... 53.68 25.75
- GRIB_NV :
- 0
- GRIB_Nx :
- 1171
- GRIB_Ny :
- 701
- GRIB_cfName :
- lwe_thickness_of_surface_snow_amount
- GRIB_cfVarName :
- sd
- GRIB_dataType :
- an
- GRIB_gridDefinitionDescription :
- Latitude/Longitude Grid
- GRIB_gridType :
- regular_ll
- GRIB_iDirectionIncrementInDegrees :
- 0.1
- GRIB_iScansNegatively :
- 0
- GRIB_jDirectionIncrementInDegrees :
- 0.1
- GRIB_jPointsAreConsecutive :
- 0
- GRIB_jScansPositively :
- 0
- GRIB_latitudeOfFirstGridPointInDegrees :
- 85.0
- GRIB_latitudeOfLastGridPointInDegrees :
- 15.0
- GRIB_longitudeOfFirstGridPointInDegrees :
- -167.0
- GRIB_longitudeOfLastGridPointInDegrees :
- -50.0
- GRIB_missingValue :
- 9999
- GRIB_name :
- Snow depth
- GRIB_numberOfPoints :
- 820871
- GRIB_paramId :
- 141
- GRIB_shortName :
- sd
- GRIB_stepType :
- instant
- GRIB_stepUnits :
- 1
- GRIB_totalNumber :
- 0
- GRIB_typeOfLevel :
- surface
- GRIB_units :
- m of water equivalent
- long_name :
- Average of variable
- standard_name :
- lwe_thickness_of_surface_snow_amount
- units :
- mm
- cell_methods :
- time: mean within days
- history :
- [2024-03-11 14:42:28] snd_mean_year: fa.SND_MEAN_YEAR(snd=snd) with options check_missing=skip - xclim version: 0.48.2
- description :
- Annual average of variable (01-01 to 12-31).
array([[14.35830205, 47.44790804, 15.71350096, 43.45323714, 25.90669936, 31.26085381, 29.30867008, 17.09767326, 24.71204082, 34.49773671, 14.46472846, 12.78844991, 17.94698459, 27.29562966, 16.3752539 , 13.85337415, 38.91836041, 44.60262462, 22.04078034, 14.83959138, 41.35896647, 14.67399834, 19.07510142, 24.69206264, 21.61194859, 28.31279017, 17.61602628, 60.12402492, 27.49729907, 15.86073973], [14.09323764, 46.97264397, 15.35945032, 42.60606252, 25.32368733, 30.95394366, 29.08968731, 16.64814114, 24.28842417, 33.55573031, 13.64868256, 12.44284884, 17.63818669, 26.85498084, 16.05012534, 13.33134045, 37.93279095, 44.1114058 , 21.36411657, 14.55040622, 41.03019548, 14.32463839, 18.74948717, 24.37195024, 20.9663336 , 27.70367587, 17.44078268, 59.21508208, 26.83133653, 15.62159721], [29.75406142, 43.05102403, 22.16156289, 43.10196909, 49.18703107, 31.11581364, 31.54322838, 30.06615788, 36.18345511, 42.57689677, 28.69946958, 39.74549402, 28.84524 , 26.88577324, 18.11297123, 50.59697129, 61.59489733, 25.20234371, 23.10739572, 18.60042104, 43.94040622, 40.29050806, 29.74198306, 38.52664149, 48.38335705, 45.88164783, 15.6945839 , 46.35936448, 53.67781098, 25.75077488]])
- StationPandasIndex
PandasIndex(Index(['031501', '031502', '042103'], dtype='object', name='Station'))
- timePandasIndex
PandasIndex(DatetimeIndex(['1981-01-01', '1982-01-01', '1983-01-01', '1984-01-01', '1985-01-01', '1986-01-01', '1987-01-01', '1988-01-01', '1989-01-01', '1990-01-01', '1991-01-01', '1992-01-01', '1993-01-01', '1994-01-01', '1995-01-01', '1996-01-01', '1997-01-01', '1998-01-01', '1999-01-01', '2000-01-01', '2001-01-01', '2002-01-01', '2003-01-01', '2004-01-01', '2005-01-01', '2006-01-01', '2007-01-01', '2008-01-01', '2009-01-01', '2010-01-01'], dtype='datetime64[ns]', name='time', freq='YS-JAN'))
- cat:variable :
- ('tas_max_01',)
- cat:xrfreq :
- YS-JAN
- cat:frequency :
- yr
- cat:processing_level :
- indicators
- cat:id :
The same data can also be visualized as a pd.DataFrame
as well :
[32]:
pd.set_option("display.max_rows", 100)
ds_climatology.mean("time").to_dataframe().T
[32]:
Station | 031501 | 031502 | 042103 |
---|---|---|---|
source | era5_land_reanalysis | era5_land_reanalysis | era5_land_reanalysis |
tas_max_01 | 5.79328 | 5.83979 | 3.640586 |
tas_max_02 | 5.709544 | 5.74949 | 4.044133 |
tas_max_03 | 12.451726 | 12.531728 | 10.525447 |
tas_max_04 | 21.224634 | 21.254693 | 19.973493 |
tas_max_05 | 26.618743 | 26.62262 | 25.819365 |
tas_max_06 | 29.915254 | 29.914234 | 28.824476 |
tas_max_07 | 30.538177 | 30.541674 | 29.448428 |
tas_max_08 | 29.401676 | 29.396607 | 28.537646 |
tas_max_09 | 26.409743 | 26.420074 | 25.724547 |
tas_max_10 | 20.433635 | 20.457859 | 19.723571 |
tas_max_11 | 14.840299 | 14.884756 | 11.896061 |
tas_max_12 | 7.110035 | 7.155206 | 5.333868 |
tas_max_spring | 29.27284 | 29.27054 | 28.397473 |
tas_max_summer_fall | 31.171837 | 31.172982 | 30.377644 |
tas_max_year | 31.373761 | 31.372966 | 30.683164 |
tas_mean_01 | -11.098958 | -11.070966 | -12.603846 |
tas_mean_02 | -8.575376 | -8.555364 | -10.618004 |
tas_mean_03 | -3.011887 | -2.994205 | -5.155519 |
tas_mean_04 | 5.168779 | 5.193515 | 2.977892 |
tas_mean_05 | 12.849464 | 12.856895 | 10.543722 |
tas_mean_06 | 18.246934 | 18.250927 | 15.93364 |
tas_mean_07 | 20.60195 | 20.605273 | 18.610954 |
tas_mean_08 | 19.556622 | 19.560292 | 17.645789 |
tas_mean_09 | 15.100446 | 15.109986 | 13.367451 |
tas_mean_10 | 8.060541 | 8.074052 | 6.448969 |
tas_mean_11 | 1.330069 | 1.348995 | -0.077759 |
tas_mean_12 | -6.698234 | -6.672344 | -7.776868 |
tas_mean_spring | 5.031998 | 5.047103 | 2.825004 |
tas_mean_summer_fall | 14.466165 | 14.474516 | 12.628117 |
tas_mean_year | 6.028106 | 6.042794 | 4.177412 |
tas_min_01 | -28.778872 | -28.809396 | -30.041543 |
tas_min_02 | -25.183904 | -25.231202 | -26.180241 |
tas_min_03 | -20.468419 | -20.494124 | -22.264767 |
tas_min_04 | -7.592577 | -7.580951 | -10.628039 |
tas_min_05 | 1.642597 | 1.65338 | -1.659695 |
tas_min_06 | 8.113888 | 8.126952 | 4.091024 |
tas_min_07 | 12.12059 | 12.114125 | 9.005369 |
tas_min_08 | 10.297272 | 10.30083 | 8.655322 |
tas_min_09 | 4.89994 | 4.900005 | 3.395228 |
tas_min_10 | -1.616498 | -1.610984 | -2.296447 |
tas_min_11 | -11.544179 | -11.551885 | -9.818372 |
tas_min_12 | -24.749929 | -24.769652 | -25.083827 |
tas_min_spring | -24.09364 | -24.113668 | -25.060736 |
tas_min_summer_fall | -6.582494 | -6.571843 | -7.22109 |
tas_min_year | -30.032823 | -30.080185 | -31.024786 |
pr_sum_01 | 79.061732 | 79.090602 | 63.558415 |
pr_sum_02 | 66.888931 | 66.917058 | 51.602254 |
pr_sum_03 | 76.444733 | 76.478452 | 64.438532 |
pr_sum_04 | 93.790183 | 93.890757 | 71.526317 |
pr_sum_05 | 99.64739 | 99.727621 | 86.51231 |
pr_sum_06 | 110.389847 | 110.467514 | 89.062977 |
pr_sum_07 | 118.354004 | 118.343317 | 96.532123 |
pr_sum_08 | 108.421897 | 108.597886 | 96.009423 |
pr_sum_09 | 105.164435 | 105.113248 | 100.346083 |
pr_sum_10 | 104.317676 | 104.318942 | 96.030414 |
pr_sum_11 | 105.9594 | 105.997777 | 94.391328 |
pr_sum_12 | 92.276419 | 92.311662 | 72.925842 |
pr_sum_spring | 376.994477 | 377.308115 | 310.340259 |
pr_sum_summer_fall | 552.196939 | 552.293122 | 488.178244 |
pr_sum_year | 1160.716646 | 1161.254838 | 982.936018 |
snd_mean_01 | 67.3871 | 66.592959 | 79.101277 |
snd_mean_02 | 95.084661 | 93.688919 | 113.425968 |
snd_mean_03 | 95.804241 | 93.601279 | 130.332078 |
snd_mean_04 | 20.813106 | 19.620342 | 59.455446 |
snd_mean_05 | 0.02517 | 0.021946 | 0.88963 |
snd_mean_06 | -0.0 | -0.0 | 0.003253 |
snd_mean_07 | -0.0 | -0.0 | -0.0 |
snd_mean_08 | -0.0 | -0.0 | -0.0 |
snd_mean_09 | 0.000001 | 0.000001 | 0.001507 |
snd_mean_10 | 0.218364 | 0.213499 | 0.825938 |
snd_mean_11 | 4.655122 | 4.610496 | 8.643051 |
snd_mean_12 | 30.770399 | 30.495989 | 39.301119 |
snd_mean_spring | 41.788584 | 40.769412 | 61.98516 |
snd_mean_summer_fall | 0.319896 | 0.315362 | 0.928477 |
snd_mean_year | 25.923512 | 25.435699 | 35.612642 |