│ │ │
pandas
│ │ ├── ./usr/share/doc/python-xarray-doc/html/internals/zarr-encoding-spec.html
│ │ │ @@ -109,20 +109,20 @@
│ │ │
--> 116 raise ImportError(
│ │ │
117 "tutorial.open_dataset depends on pooch to download and manage datasets."
│ │ │
118 " To proceed please install pooch."
│ │ │
│ │ │
ImportError: tutorial.open_dataset depends on pooch to download and manage datasets. To proceed please install pooch.
│ │ │
│ │ │
In [5]: ds.to_zarr("rasm.zarr", mode="w")
│ │ │ -
Out[5]: <xarray.backends.zarr.ZarrStore at 0x7fc3bda59ba0>
│ │ │ +
Out[5]: <xarray.backends.zarr.ZarrStore at 0x701c54fd9cf0>
│ │ │
│ │ │
In [6]: zgroup = zarr.open("rasm.zarr")
│ │ │
│ │ │
In [7]: print(os.listdir("rasm.zarr"))
│ │ │ -
['.zmetadata', 'longitude', 'latitude', '.zattrs', '.zgroup']
│ │ │ +
['.zgroup', '.zattrs', 'latitude', 'longitude', '.zmetadata']
│ │ │
│ │ │
In [8]: print(zgroup.tree())
│ │ │
/
│ │ │
├── latitude (50,) float64
│ │ │
└── longitude (50,) float64
│ │ │
│ │ │
In [9]: dict(zgroup["Tair"].attrs)
│ │ ├── ./usr/share/doc/python-xarray-doc/html/searchindex.js
│ │ │ ├── js-beautify {}
│ │ │ │ @@ -149,73 +149,73 @@
│ │ │ │ "0alpha10": 46,
│ │ │ │ "0c0dc80c25a9": 32,
│ │ │ │ "0e8985178ccc": 39,
│ │ │ │ "0eb806e38f7f": [9, 10],
│ │ │ │ "0f41191e8013": 41,
│ │ │ │ "0th": [32, 37],
│ │ │ │ "0x0l": 46,
│ │ │ │ - "0x7f43de792070": 12,
│ │ │ │ - "0x7fc396f487c0": 46,
│ │ │ │ - "0x7fc396f5d340": 41,
│ │ │ │ - "0x7fc396f5d3d0": 41,
│ │ │ │ - "0x7fc396f5d460": 41,
│ │ │ │ - "0x7fc396f5d5e0": 41,
│ │ │ │ - "0x7fc396f6a1c0": 41,
│ │ │ │ - "0x7fc396f71370": 41,
│ │ │ │ - "0x7fc396f71430": 41,
│ │ │ │ - "0x7fc396f71a00": 41,
│ │ │ │ - "0x7fc396f71ee0": 41,
│ │ │ │ - "0x7fc396fc5670": 41,
│ │ │ │ - "0x7fc3970126a0": 41,
│ │ │ │ - "0x7fc39707e340": 41,
│ │ │ │ - "0x7fc39727ee80": 41,
│ │ │ │ - "0x7fc3972ab520": 41,
│ │ │ │ - "0x7fc3972ab5e0": 41,
│ │ │ │ - "0x7fc3972b3580": 41,
│ │ │ │ - "0x7fc3972c03d0": 41,
│ │ │ │ - "0x7fc397327eb0": 41,
│ │ │ │ - "0x7fc3973a75e0": 41,
│ │ │ │ - "0x7fc3973e8b80": 41,
│ │ │ │ - "0x7fc3974500d0": 41,
│ │ │ │ - "0x7fc39757b760": 41,
│ │ │ │ - "0x7fc3a4628820": 41,
│ │ │ │ - "0x7fc3a47c74f0": 41,
│ │ │ │ - "0x7fc3a49c1610": 41,
│ │ │ │ - "0x7fc3a4ab2940": 41,
│ │ │ │ - "0x7fc3a4b125e0": 41,
│ │ │ │ - "0x7fc3a4b12d00": 41,
│ │ │ │ - "0x7fc3a4b12d60": 41,
│ │ │ │ - "0x7fc3a4b12e50": 41,
│ │ │ │ - "0x7fc3a4b20880": 41,
│ │ │ │ - "0x7fc3a4b61bb0": 41,
│ │ │ │ - "0x7fc3a4b61d00": 41,
│ │ │ │ - "0x7fc3a4b75910": 41,
│ │ │ │ - "0x7fc3a4b75e50": 41,
│ │ │ │ - "0x7fc3a4b9b6d0": 41,
│ │ │ │ - "0x7fc3a4b9b850": 41,
│ │ │ │ - "0x7fc3a4b9bc70": 41,
│ │ │ │ - "0x7fc3a4ba8850": 41,
│ │ │ │ - "0x7fc3a4d5b910": 41,
│ │ │ │ - "0x7fc3a4ee2dd0": 39,
│ │ │ │ - "0x7fc3a4ee2e40": 39,
│ │ │ │ - "0x7fc3a4f3c4a0": 39,
│ │ │ │ - "0x7fc3a4f5b820": 39,
│ │ │ │ - "0x7fc3a4f5be40": 39,
│ │ │ │ - "0x7fc3a4ff4880": 41,
│ │ │ │ - "0x7fc3a4fff640": 41,
│ │ │ │ - "0x7fc3a50a83c0": 39,
│ │ │ │ - "0x7fc3a5126460": 38,
│ │ │ │ - "0x7fc3a517d610": 38,
│ │ │ │ - "0x7fc3a5197d60": 38,
│ │ │ │ - "0x7fc3a571cb30": 39,
│ │ │ │ - "0x7fc3a5721730": 33,
│ │ │ │ - "0x7fc3a57256a0": 33,
│ │ │ │ - "0x7fc3bd29ddf0": 17,
│ │ │ │ - "0x7fc3bda59ba0": 26,
│ │ │ │ - "0x7fc3bdb406a0": 38,
│ │ │ │ + "0x701c347b20a0": 46,
│ │ │ │ + "0x701c35401340": 41,
│ │ │ │ + "0x701c35401400": 41,
│ │ │ │ + "0x701c3545ec10": 41,
│ │ │ │ + "0x701c3545eca0": 41,
│ │ │ │ + "0x701c3545ed30": 41,
│ │ │ │ + "0x701c3545eeb0": 41,
│ │ │ │ + "0x701c35476640": 41,
│ │ │ │ + "0x701c354c3f40": 41,
│ │ │ │ + "0x701c354c6970": 41,
│ │ │ │ + "0x701c354c69a0": 41,
│ │ │ │ + "0x701c356d29d0": 41,
│ │ │ │ + "0x701c356d2f10": 41,
│ │ │ │ + "0x701c3570c9a0": 41,
│ │ │ │ + "0x701c35763b20": 41,
│ │ │ │ + "0x701c35785310": 41,
│ │ │ │ + "0x701c35785a30": 41,
│ │ │ │ + "0x701c3579dee0": 41,
│ │ │ │ + "0x701c358b5520": 41,
│ │ │ │ + "0x701c358b5c70": 41,
│ │ │ │ + "0x701c358df640": 41,
│ │ │ │ + "0x701c36aa1220": 41,
│ │ │ │ + "0x701c36b158b0": 41,
│ │ │ │ + "0x701c36cd5b20": 41,
│ │ │ │ + "0x701c36fa4040": 41,
│ │ │ │ + "0x701c36ff09a0": 41,
│ │ │ │ + "0x701c36ff0ca0": 41,
│ │ │ │ + "0x701c36ff0df0": 41,
│ │ │ │ + "0x701c36ff0e20": 41,
│ │ │ │ + "0x701c370580d0": 41,
│ │ │ │ + "0x701c37058250": 41,
│ │ │ │ + "0x701c370584c0": 41,
│ │ │ │ + "0x701c37058970": 41,
│ │ │ │ + "0x701c37058a90": 41,
│ │ │ │ + "0x701c37058b20": 41,
│ │ │ │ + "0x701c3707d850": 41,
│ │ │ │ + "0x701c3708acd0": 41,
│ │ │ │ + "0x701c371c2910": 41,
│ │ │ │ + "0x701c371c2f70": 41,
│ │ │ │ + "0x701c37219a90": 41,
│ │ │ │ + "0x701c373c0120": 39,
│ │ │ │ + "0x701c373cc0b0": 39,
│ │ │ │ + "0x701c3741d430": 39,
│ │ │ │ + "0x701c3741d5f0": 39,
│ │ │ │ + "0x701c37432970": 39,
│ │ │ │ + "0x701c3747e580": 41,
│ │ │ │ + "0x701c3758a510": 39,
│ │ │ │ + "0x701c37603670": 38,
│ │ │ │ + "0x701c37603d30": 38,
│ │ │ │ + "0x701c3c0ff640": 41,
│ │ │ │ + "0x701c3c41aa30": 33,
│ │ │ │ + "0x701c3c420c80": 39,
│ │ │ │ + "0x701c3c42c670": 33,
│ │ │ │ + "0x701c3fce0820": 17,
│ │ │ │ + "0x701c54fd9cf0": 26,
│ │ │ │ + "0x701c54fe1850": 38,
│ │ │ │ + "0x701c54ffc370": 41,
│ │ │ │ + "0x701c626783d0": 38,
│ │ │ │ + "0x771c1376ad90": 12,
│ │ │ │ "100": [6, 7, 23, 30, 31, 32, 37, 38, 39, 41, 42, 46],
│ │ │ │ "1000": [23, 32, 46],
│ │ │ │ "10000": 31,
│ │ │ │ "100000": 32,
│ │ │ │ "1000x1000": 32,
│ │ │ │ "1003": 31,
│ │ │ │ "101": [31, 37, 41, 46],
│ │ │ │ @@ -413,19 +413,19 @@
│ │ │ │ "194": 11,
│ │ │ │ "195": 11,
│ │ │ │ "1970": [23, 27, 46],
│ │ │ │ "1991": 46,
│ │ │ │ "1999": 31,
│ │ │ │ "19t00": 32,
│ │ │ │ "1MS": 12,
│ │ │ │ + "1c338037": 39,
│ │ │ │ "1c96aded89da": 5,
│ │ │ │ "1d37fb2cd247": 26,
│ │ │ │ "1d727aa86050": 41,
│ │ │ │ "1e6": 31,
│ │ │ │ - "1f992a72462bbf01f0a4af7f5d4cdadetemperatur": 32,
│ │ │ │ "1st": 37,
│ │ │ │ "200": [31, 37, 41, 42],
│ │ │ │ "2000": [12, 14, 23, 31, 33, 37, 38, 39, 40, 44, 45, 46],
│ │ │ │ "2001": [6, 12, 39, 45, 46],
│ │ │ │ "201": [5, 37],
│ │ │ │ "2014": [18, 20, 33],
│ │ │ │ "2015": [29, 32],
│ │ │ │ @@ -731,15 +731,14 @@
│ │ │ │ "3963": 31,
│ │ │ │ "3989": 31,
│ │ │ │ "3abb1c6d1b71": 41,
│ │ │ │ "3bfc08fe27f1": 9,
│ │ │ │ "3coordin": 12,
│ │ │ │ "3d453eb07989": 11,
│ │ │ │ "3d6c6379dd80": 41,
│ │ │ │ - "3f2ef7872d55": 39,
│ │ │ │ "3fb59b6d9b77": 11,
│ │ │ │ "3rd": 16,
│ │ │ │ "400": [41, 42],
│ │ │ │ "40015721": 31,
│ │ │ │ "4007ab11e232": 37,
│ │ │ │ "401": 37,
│ │ │ │ "40324704": 31,
│ │ │ │ @@ -780,15 +779,14 @@
│ │ │ │ "435": 33,
│ │ │ │ "4361268a2eea": 41,
│ │ │ │ "438": 40,
│ │ │ │ "44785582": 12,
│ │ │ │ "447856": 12,
│ │ │ │ "4479968246859435": [39, 46],
│ │ │ │ "448": [33, 35, 37, 42, 46],
│ │ │ │ - "4484": 39,
│ │ │ │ "449": 31,
│ │ │ │ "451": [33, 37, 46],
│ │ │ │ "45137647047539964": [39, 46],
│ │ │ │ "4514": 35,
│ │ │ │ "452": 45,
│ │ │ │ "45209466": 17,
│ │ │ │ "452ca4959e9": 8,
│ │ │ │ @@ -826,14 +824,15 @@
│ │ │ │ "4875": 31,
│ │ │ │ "4909415": 17,
│ │ │ │ "494929": 40,
│ │ │ │ "49492927": 17,
│ │ │ │ "49497537": 17,
│ │ │ │ "495": 40,
│ │ │ │ "497": 37,
│ │ │ │ + "4cbd": 39,
│ │ │ │ "4e6a2933d208": 37,
│ │ │ │ "500": [11, 39, 41, 46],
│ │ │ │ "502": 38,
│ │ │ │ "504": 35,
│ │ │ │ "506234": 12,
│ │ │ │ "508": 38,
│ │ │ │ "509": [17, 30, 40, 42],
│ │ │ │ @@ -899,14 +898,15 @@
│ │ │ │ "576": 37,
│ │ │ │ "577": 37,
│ │ │ │ "577e": 32,
│ │ │ │ "578": 37,
│ │ │ │ "58479532": 31,
│ │ │ │ "5895cff3b7f0": 41,
│ │ │ │ "589e3eedfe36": 38,
│ │ │ │ + "58c297e9f6692b8495e98010797a3d77temperatur": 32,
│ │ │ │ "5947835894851238": 39,
│ │ │ │ "5948": [37, 39],
│ │ │ │ "59499": 14,
│ │ │ │ "595c3f6366f3": 41,
│ │ │ │ "596": 37,
│ │ │ │ "59984279": 31,
│ │ │ │ "59de69f7967f": 41,
│ │ │ │ @@ -978,14 +978,15 @@
│ │ │ │ "728": 44,
│ │ │ │ "729": 44,
│ │ │ │ "730": 44,
│ │ │ │ "73078492": 12,
│ │ │ │ "731": [12, 44],
│ │ │ │ "731locat": 12,
│ │ │ │ "733": 37,
│ │ │ │ + "733e": 39,
│ │ │ │ "734e": 45,
│ │ │ │ "735": [37, 41],
│ │ │ │ "736": [41, 44],
│ │ │ │ "737": [41, 44],
│ │ │ │ "738": [38, 41, 44],
│ │ │ │ "739": [41, 44],
│ │ │ │ "740": [41, 44],
│ │ │ │ @@ -1068,15 +1069,14 @@
│ │ │ │ "833": [39, 40],
│ │ │ │ "8333": [38, 39],
│ │ │ │ "834": 38,
│ │ │ │ "835": [37, 38],
│ │ │ │ "836": [37, 38],
│ │ │ │ "8362b177be7e": 41,
│ │ │ │ "837": [37, 38],
│ │ │ │ - "837d": 39,
│ │ │ │ "838": 38,
│ │ │ │ "839": 37,
│ │ │ │ "8402550832613813": 39,
│ │ │ │ "8403": 35,
│ │ │ │ "84076387": 17,
│ │ │ │ "84113658": 17,
│ │ │ │ "8415": 46,
│ │ │ │ @@ -1099,14 +1099,15 @@
│ │ │ │ "8628": 44,
│ │ │ │ "863": 38,
│ │ │ │ "86436763": 17,
│ │ │ │ "8652": 44,
│ │ │ │ "867": 38,
│ │ │ │ "86755799": 31,
│ │ │ │ "8676": 44,
│ │ │ │ + "86b8fea62dba": 39,
│ │ │ │ "8700": 44,
│ │ │ │ "871": [33, 37],
│ │ │ │ "8724": 44,
│ │ │ │ "874": 32,
│ │ │ │ "8742ef454e3d": 6,
│ │ │ │ "8748": 44,
│ │ │ │ "875": 39,
│ │ │ │ @@ -1632,14 +1633,15 @@
│ │ │ │ axisgrid: 12,
│ │ │ │ ayrton: 46,
│ │ │ │ azur: 46,
│ │ │ │ b0dd519cfb30: 41,
│ │ │ │ b0e609ec01c0: 37,
│ │ │ │ b193806a3ee8: 41,
│ │ │ │ b347cf3a8c47: 41,
│ │ │ │ + b479: 39,
│ │ │ │ b7284116c837: 10,
│ │ │ │ b834aeff258: 41,
│ │ │ │ back: [7, 14, 17, 18, 22, 31, 32, 33, 35, 37, 39, 41, 42, 46],
│ │ │ │ backend: [1, 5, 16, 25, 26, 27, 32, 37, 39, 46],
│ │ │ │ backend_arrai: 23,
│ │ │ │ backend_bas: 5,
│ │ │ │ backend_kwarg: [23, 39, 46],
│ │ │ │ @@ -2595,15 +2597,14 @@
│ │ │ │ extract: [19, 32, 37, 42, 46],
│ │ │ │ extractal: 46,
│ │ │ │ extrapol: [38, 46],
│ │ │ │ extras_requir: 16,
│ │ │ │ extrem: [32, 37, 39, 41],
│ │ │ │ eye: 21,
│ │ │ │ f2ef6402a2c4: 41,
│ │ │ │ - f378: 39,
│ │ │ │ f4da044a917f: 41,
│ │ │ │ f6219653038f: 7,
│ │ │ │ f62677abb3ca: 38,
│ │ │ │ f6e5aae51f8: 6,
│ │ │ │ f75038449fe8: 41,
│ │ │ │ f9603d06ba9e: 39,
│ │ │ │ fa69ef050591: 37,
│ │ │ │ @@ -2637,15 +2638,14 @@
│ │ │ │ fashion: [7, 32, 46],
│ │ │ │ fast: [18, 31, 32, 33, 37, 39, 43, 46],
│ │ │ │ faster: [7, 14, 26, 31, 32, 35, 39, 41, 46],
│ │ │ │ fauchereau: 29,
│ │ │ │ fault: 46,
│ │ │ │ favor: [14, 40, 46],
│ │ │ │ favour: 46,
│ │ │ │ - fb38ea2f: 39,
│ │ │ │ fd4a50ef6023: 41,
│ │ │ │ fe3a6c077cad: 37,
│ │ │ │ fe9c0d0f0fd: 6,
│ │ │ │ featur: [3, 5, 6, 14, 16, 20, 21, 23, 27, 32, 37, 39, 40, 42, 44, 45],
│ │ │ │ feature_artist: [5, 41],
│ │ │ │ featureartist: 41,
│ │ │ │ feb: 45,
│ │ │ │ @@ -5372,15 +5372,14 @@
│ │ │ │ satisfi: 34,
│ │ │ │ satpi: 4,
│ │ │ │ satur: 46,
│ │ │ │ saurav: 46,
│ │ │ │ save: [3, 18, 22, 32, 39, 44, 46],
│ │ │ │ save_mfdataset: [17, 46],
│ │ │ │ saved_on_disk: 39,
│ │ │ │ - sbuild: 5,
│ │ │ │ scalar: [3, 10, 17, 31, 33, 37, 39, 40, 43, 46],
│ │ │ │ scale: [4, 5, 31, 40, 41, 46],
│ │ │ │ scale_factor: [23, 39, 46],
│ │ │ │ scale_from_ext: 5,
│ │ │ │ scaler: 5,
│ │ │ │ scanpydoc: 16,
│ │ │ │ scatter: 46,
│ │ ├── ./usr/share/doc/python-xarray-doc/html/user-guide/dask.html
│ │ │ @@ -103,15 +103,15 @@
│ │ │
You’ll notice that printing a dataset still shows a preview of array values,
│ │ │ even if they are actually Dask arrays. We can do this quickly with Dask because
│ │ │ we only need to compute the first few values (typically from the first block).
│ │ │ To reveal the true nature of an array, print a DataArray:
│ │ │
In [3]: ds.temperature
│ │ │ Out[3]:
│ │ │ <xarray.DataArray 'temperature' (time: 30, latitude: 180, longitude: 180)>
│ │ │ -dask.array<open_dataset-1f992a72462bbf01f0a4af7f5d4cdadetemperature, shape=(30, 180, 180), dtype=float64, chunksize=(10, 180, 180), chunktype=numpy.ndarray>
│ │ │ +dask.array<open_dataset-58c297e9f6692b8495e98010797a3d77temperature, shape=(30, 180, 180), dtype=float64, chunksize=(10, 180, 180), chunktype=numpy.ndarray>
│ │ │ Coordinates:
│ │ │ * time (time) datetime64[ns] 2015-01-01 2015-01-02 ... 2015-01-30
│ │ │ * longitude (longitude) int64 0 1 2 3 4 5 6 7 ... 173 174 175 176 177 178 179
│ │ │ * latitude (latitude) float64 89.5 88.5 87.5 86.5 ... -87.5 -88.5 -89.5
│ │ │
│ │ │
│ │ │
Once you’ve manipulated a Dask array, you can still write a dataset too big to
│ │ │ @@ -128,15 +128,16 @@
│ │ │ In [6]: delayed_obj = ds.to_netcdf("manipulated-example-data.nc", compute=False)
│ │ │
│ │ │ In [7]: with ProgressBar():
│ │ │ ...: results = delayed_obj.compute()
│ │ │ ...:
│ │ │
│ │ │ [ ] | 0% Completed | 0.0s
│ │ │ -[########################################] | 100% Completed | 0.1s
│ │ │ +[################################### ] | 87% Completed | 0.8s
│ │ │ +[########################################] | 100% Completed | 0.9s
│ │ │
Additional keyword arguments can be passed to scipy’s functions.
│ │ │ To scale this up to writing large datasets, the first step is creating an
│ │ │ initial Zarr store without writing all of its array data. This can be done by
│ │ │ @@ -1013,33 +1013,33 @@
│ │ │
│ │ │ In [51]: ds = xr.Dataset({"foo": ("x", dummies)})
│ │ │
│ │ │ In [52]: path = "path/to/directory.zarr"
│ │ │
│ │ │ # Now we write the metadata without computing any array values
│ │ │ In [53]: ds.to_zarr(path, compute=False)
│ │ │ -Out[53]: Delayed('_finalize_store-fb38ea2f-f378-4484-837d-3f2ef7872d55')
│ │ │ +Out[53]: Delayed('_finalize_store-1c338037-733e-4cbd-b479-86b8fea62dba')
│ │ │
│ │ │
│ │ │
Now, a Zarr store with the correct variable shapes and attributes exists that
│ │ │ can be filled out by subsequent calls to to_zarr. The region provides a
│ │ │ mapping from dimension names to Python slice objects indicating where the
│ │ │ data should be written (in index space, not coordinate space), e.g.,
│ │ │ As a safety check to make it harder to inadvertently override existing values,
│ │ │ if you set region then all variables included in a Dataset must have
│ │ │ dimensions included in region. Other variables (typically coordinates)
│ │ ├── ./usr/share/doc/python-xarray-doc/html/user-guide/plotting.html
│ │ │ @@ -631,15 +631,15 @@
│ │ │ --> 173 ref_var = variables[ref_name]
│ │ │ 174
│ │ │ 175 if var_name is None:
│ │ │
│ │ │ KeyError: 'lat'
│ │ │
│ │ │ In [51]: b.plot()
│ │ │ -Out[51]: [<matplotlib.lines.Line2D at 0x7fc3a4d5b910>]
│ │ │ +Out[51]: [<matplotlib.lines.Line2D at 0x701c371c2f70>]
│ │ │
│ │ │
│ │ │ 
│ │ │
│ │ │
The plot will produce an image corresponding to the values of the array.
│ │ │ Hence the top left pixel will be a different color than the others.
│ │ │ Before reading on, you may want to look at the coordinates and
│ │ │ think carefully about what the limits, labels, and orientation for
│ │ │ each of the axes should be.
│ │ │ It may seem strange that
│ │ │ the values on the y axis are decreasing with -0.5 on the top. This is because
│ │ │ the pixels are centered over their coordinates, and the
│ │ │ axis labels and ranges correspond to the values of the
│ │ │ @@ -1433,81 +1433,81 @@
│ │ │ .....: np.arange(20).reshape(4, 5),
│ │ │ .....: dims=["y", "x"],
│ │ │ .....: coords={"lat": (("y", "x"), lat), "lon": (("y", "x"), lon)},
│ │ │ .....: )
│ │ │ .....:
│ │ │
│ │ │ In [134]: da.plot.pcolormesh("lon", "lat")
│ │ │ -Out[134]: <matplotlib.collections.QuadMesh at 0x7fc397327eb0>
│ │ │ +Out[134]: <matplotlib.collections.QuadMesh at 0x701c358b5520>
│ │ │
│ │ │
│ │ │ 
│ │ │
Note that in this case, xarray still follows the pixel centered convention.
│ │ │ This might be undesirable in some cases, for example when your data is defined
│ │ │ on a polar projection (GH781). This is why the default is to not follow
│ │ │ this convention when plotting on a map:
│ │ │ One can also make line plots with multidimensional coordinates. In this case, hue must be a dimension name, not a coordinate name.
│ │ │ 
│ │ │ @@ -1299,26 +1299,26 @@
│ │ │ [0. , 0. , 0. ],
│ │ │ [0. , 0. , 0. ],
│ │ │ [0. , 0.01612903, 0. ],
│ │ │ [0.33333333, 0.35 , 0.23333333],
│ │ │ [0.93548387, 0.85483871, 0.82258065]])
│ │ │ Coordinates:
│ │ │ * location (location) <U2 'IA' 'IN' 'IL'
│ │ │ - * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12
│ │ │ 
│ │ │ 
│ │ │ 
│ │ │ 
│ │ │ 
│ │ │ 
│ │ │ 
│ │ │ 
│ │ │ 
│ │ │ 
│ │ │
│ │ │
│ │ │
│ │ ├── ./usr/share/doc/python-xarray-doc/html/whats-new.html
│ │ │ @@ -4717,15 +4717,15 @@
│ │ │ 