Let’s create a simple plot of 2-m air temperature in degrees Celsius:
│ │ │ │
│ │ │ │
│ │ │ │
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -84,15 +84,15 @@
│ │ │ │ │ open_dataset(name, cache, cache_dir, github_url, branch, **kws)
│ │ │ │ │ 76 # May want to add an option to remove it.
│ │ │ │ │ 77 if not _os.path.isdir(longdir):
│ │ │ │ │ ---> 78 _os.mkdir(longdir)
│ │ │ │ │ 79
│ │ │ │ │ 80 url = "/".join((github_url, "raw", branch, fullname))
│ │ │ │ │
│ │ │ │ │ -FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/first-
│ │ │ │ │ +FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/second-
│ │ │ │ │ build/.xarray_tutorial_data'
│ │ │ │ │ Letâs create a simple plot of 2-m air temperature in degrees Celsius:
│ │ │ │ │ [3]:
│ │ │ │ │ ds = ds - 273.15
│ │ │ │ │ ds.t2m[0].plot(cmap=plt.cm.coolwarm)
│ │ │ │ │ ---------------------------------------------------------------------------
│ │ │ │ │ NameError Traceback (most recent call last)
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/ERA5-GRIB-example.ipynb.gz
│ │ │ │ ├── ERA5-GRIB-example.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9998173701298702%
│ │ │ │ │ │┄ Differences: {"'cells'": '{4: {\'outputs\': {0: {\'evalue\': "[Errno 2] No such file or directory: '
│ │ │ │ │ │┄ '\'/nonexistent/second-build/.xarray_tutorial_data\'", \'traceback\': {insert: [(5, '
│ │ │ │ │ │┄ '"\\x1b[0;31mFileNotFoundError\\x1b[0m: [Errno 2] No such file or directory: '
│ │ │ │ │ │┄ '\'/nonexistent/second-build/.xarray_tutorial_data\'")], delete: [5]}}}}}'}
│ │ │ │ │ │ @@ -34,23 +34,23 @@
│ │ │ │ │ │ {
│ │ │ │ │ │ "cell_type": "code",
│ │ │ │ │ │ "execution_count": 2,
│ │ │ │ │ │ "metadata": {},
│ │ │ │ │ │ "outputs": [
│ │ │ │ │ │ {
│ │ │ │ │ │ "ename": "FileNotFoundError",
│ │ │ │ │ │ - "evalue": "[Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'",
│ │ │ │ │ │ + "evalue": "[Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'",
│ │ │ │ │ │ "output_type": "error",
│ │ │ │ │ │ "traceback": [
│ │ │ │ │ │ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
│ │ │ │ │ │ "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
│ │ │ │ │ │ "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'era5-2mt-2019-03-uk.grib'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'cfgrib'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
│ │ │ │ │ │ "\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m in \u001b[0;36mload_dataset\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 111\u001b[0m \u001b[0mopen_dataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 112\u001b[0m \"\"\"\n\u001b[0;32m--> 113\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 114\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m in \u001b[0;36mopen_dataset\u001b[0;34m(name, cache, cache_dir, github_url, branch, **kws)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[0;31m# May want to add an option to remove it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 78\u001b[0;31m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 79\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[0murl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ - "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'"
│ │ │ │ │ │ + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'"
│ │ │ │ │ │ ]
│ │ │ │ │ │ }
│ │ │ │ │ │ ],
│ │ │ │ │ │ "source": [
│ │ │ │ │ │ "ds = xr.tutorial.load_dataset('era5-2mt-2019-03-uk.grib', engine='cfgrib')"
│ │ │ │ │ │ ]
│ │ │ │ │ │ },
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/ROMS_ocean_model.html
│ │ │ │ @@ -561,15 +561,15 @@
│ │ │ │ /build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py in open_dataset(name, cache, cache_dir, github_url, branch, **kws)
│ │ │ │ 76 # May want to add an option to remove it.
│ │ │ │ 77 if not _os.path.isdir(longdir):
│ │ │ │ ---> 78 _os.mkdir(longdir)
│ │ │ │ 79
│ │ │ │ 80 url = "/".join((github_url, "raw", branch, fullname))
│ │ │ │
│ │ │ │ -FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'
│ │ │ │ +FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'
│ │ │ │
│ │ │ │
│ │ │ │
│ │ │ │ [3]:
│ │ │ │
│ │ │ │ \u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# load in the file\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'ROMS_example.nc'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchunks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m'ocean_time'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m# This is a way to turn on chunking and lazy evaluation. Opening with mfdataset, or\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;31m# setting the chunking in the open_dataset would also achive this.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m in \u001b[0;36mopen_dataset\u001b[0;34m(name, cache, cache_dir, github_url, branch, **kws)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[0;31m# May want to add an option to remove it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 78\u001b[0;31m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 79\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[0murl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ - "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'"
│ │ │ │ │ │ + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'"
│ │ │ │ │ │ ]
│ │ │ │ │ │ }
│ │ │ │ │ │ ],
│ │ │ │ │ │ "source": [
│ │ │ │ │ │ "# load in the file\n",
│ │ │ │ │ │ "ds = xr.tutorial.open_dataset('ROMS_example.nc', chunks={'ocean_time': 1})\n",
│ │ │ │ │ │ "\n",
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/apply_ufunc_vectorize_1d.html
│ │ │ │ @@ -555,15 +555,15 @@
│ │ │ │ /build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py in open_dataset(name, cache, cache_dir, github_url, branch, **kws)
│ │ │ │ 76 # May want to add an option to remove it.
│ │ │ │ 77 if not _os.path.isdir(longdir):
│ │ │ │ ---> 78 _os.mkdir(longdir)
│ │ │ │ 79
│ │ │ │ 80 url = "/".join((github_url, "raw", branch, fullname))
│ │ │ │
│ │ │ │ -FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'
│ │ │ │ +FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'
│ │ │ │
│ │ │ │
│ │ │ │ Add a lazilly calculated vertical coordinates¶
│ │ │ │Write equations to calculate the vertical coordinate. These will be only evaluated when data is requested. Information about the ROMS vertical coordinate can be found (here)[https://www.myroms.org/wiki/Vertical_S-coordinate]
│ │ │ │In short, for Vtransform==2 as used in this example,
The function we will apply is np.interp which expects 1D numpy arrays. This functionality is already implemented in xarray so we use that capability to make sure we are not making mistakes.
│ │ │ │
│ │ │ │
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -116,15 +116,15 @@
│ │ │ │ │ open_dataset(name, cache, cache_dir, github_url, branch, **kws)
│ │ │ │ │ 76 # May want to add an option to remove it.
│ │ │ │ │ 77 if not _os.path.isdir(longdir):
│ │ │ │ │ ---> 78 _os.mkdir(longdir)
│ │ │ │ │ 79
│ │ │ │ │ 80 url = "/".join((github_url, "raw", branch, fullname))
│ │ │ │ │
│ │ │ │ │ -FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/first-
│ │ │ │ │ +FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/second-
│ │ │ │ │ build/.xarray_tutorial_data'
│ │ │ │ │ The function we will apply is np.interp which expects 1D numpy arrays. This
│ │ │ │ │ functionality is already implemented in xarray so we use that capability to
│ │ │ │ │ make sure we are not making mistakes.
│ │ │ │ │ [2]:
│ │ │ │ │ newlat = np.linspace(15, 75, 100)
│ │ │ │ │ air.interp(lat=newlat)
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/apply_ufunc_vectorize_1d.ipynb.gz
│ │ │ │ ├── apply_ufunc_vectorize_1d.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9999510017421602%
│ │ │ │ │ │┄ Differences: {"'cells'": '{2: {\'outputs\': {0: {\'evalue\': "[Errno 2] No such file or directory: '
│ │ │ │ │ │┄ '\'/nonexistent/second-build/.xarray_tutorial_data\'", \'traceback\': {insert: [(5, '
│ │ │ │ │ │┄ '"\\x1b[0;31mFileNotFoundError\\x1b[0m: [Errno 2] No such file or directory: '
│ │ │ │ │ │┄ '\'/nonexistent/second-build/.xarray_tutorial_data\'")], delete: [5]}}}}}'}
│ │ │ │ │ │ @@ -39,23 +39,23 @@
│ │ │ │ │ │ "end_time": "2020-01-15T14:45:51.659160Z",
│ │ │ │ │ │ "start_time": "2020-01-15T14:45:50.528742Z"
│ │ │ │ │ │ }
│ │ │ │ │ │ },
│ │ │ │ │ │ "outputs": [
│ │ │ │ │ │ {
│ │ │ │ │ │ "ename": "FileNotFoundError",
│ │ │ │ │ │ - "evalue": "[Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'",
│ │ │ │ │ │ + "evalue": "[Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'",
│ │ │ │ │ │ "output_type": "error",
│ │ │ │ │ │ "traceback": [
│ │ │ │ │ │ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
│ │ │ │ │ │ "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
│ │ │ │ │ │ "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m air = (\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"air_temperature\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m \u001b[0;34m.\u001b[0m\u001b[0mair\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msortby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"lat\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# np.interp needs coordinate in ascending order\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;34m.\u001b[0m\u001b[0misel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mslice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlon\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mslice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m in \u001b[0;36mload_dataset\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 111\u001b[0m \u001b[0mopen_dataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 112\u001b[0m \"\"\"\n\u001b[0;32m--> 113\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 114\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m in \u001b[0;36mopen_dataset\u001b[0;34m(name, cache, cache_dir, github_url, branch, **kws)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[0;31m# May want to add an option to remove it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 78\u001b[0;31m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 79\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[0murl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ - "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'"
│ │ │ │ │ │ + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'"
│ │ │ │ │ │ ]
│ │ │ │ │ │ }
│ │ │ │ │ │ ],
│ │ │ │ │ │ "source": [
│ │ │ │ │ │ "import xarray as xr\n",
│ │ │ │ │ │ "import numpy as np\n",
│ │ │ │ │ │ "\n",
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/area_weighted_temperature.html
│ │ │ │ @@ -555,15 +555,15 @@
│ │ │ │ /build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py in open_dataset(name, cache, cache_dir, github_url, branch, **kws)
│ │ │ │ 76 # May want to add an option to remove it.
│ │ │ │ 77 if not _os.path.isdir(longdir):
│ │ │ │ ---> 78 _os.mkdir(longdir)
│ │ │ │ 79
│ │ │ │ 80 url = "/".join((github_url, "raw", branch, fullname))
│ │ │ │
│ │ │ │ -FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'
│ │ │ │ +FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'
│ │ │ │
│ │ │ │
│ │ │ │ [2]:
│ │ │ │ Plot the first timestep:
│ │ │ │
│ │ │ │
│ │ │ │
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -113,15 +113,15 @@
│ │ │ │ │ open_dataset(name, cache, cache_dir, github_url, branch, **kws)
│ │ │ │ │ 76 # May want to add an option to remove it.
│ │ │ │ │ 77 if not _os.path.isdir(longdir):
│ │ │ │ │ ---> 78 _os.mkdir(longdir)
│ │ │ │ │ 79
│ │ │ │ │ 80 url = "/".join((github_url, "raw", branch, fullname))
│ │ │ │ │
│ │ │ │ │ -FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/first-
│ │ │ │ │ +FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/second-
│ │ │ │ │ build/.xarray_tutorial_data'
│ │ │ │ │ Plot the first timestep:
│ │ │ │ │ [3]:
│ │ │ │ │ projection = ccrs.LambertConformal(central_longitude=-95, central_latitude=45)
│ │ │ │ │
│ │ │ │ │ f, ax = plt.subplots(subplot_kw=dict(projection=projection))
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/area_weighted_temperature.ipynb.gz
│ │ │ │ ├── area_weighted_temperature.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9998565051020408%
│ │ │ │ │ │┄ Differences: {"'cells'": '{4: {\'outputs\': {0: {\'evalue\': "[Errno 2] No such file or directory: '
│ │ │ │ │ │┄ '\'/nonexistent/second-build/.xarray_tutorial_data\'", \'traceback\': {insert: [(5, '
│ │ │ │ │ │┄ '"\\x1b[0;31mFileNotFoundError\\x1b[0m: [Errno 2] No such file or directory: '
│ │ │ │ │ │┄ '\'/nonexistent/second-build/.xarray_tutorial_data\'")], delete: [5]}}}}}'}
│ │ │ │ │ │ @@ -60,23 +60,23 @@
│ │ │ │ │ │ "end_time": "2020-03-17T14:43:57.831734Z",
│ │ │ │ │ │ "start_time": "2020-03-17T14:43:57.651845Z"
│ │ │ │ │ │ }
│ │ │ │ │ │ },
│ │ │ │ │ │ "outputs": [
│ │ │ │ │ │ {
│ │ │ │ │ │ "ename": "FileNotFoundError",
│ │ │ │ │ │ - "evalue": "[Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'",
│ │ │ │ │ │ + "evalue": "[Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'",
│ │ │ │ │ │ "output_type": "error",
│ │ │ │ │ │ "traceback": [
│ │ │ │ │ │ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
│ │ │ │ │ │ "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
│ │ │ │ │ │ "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"air_temperature\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;31m# to celsius\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mair\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mair\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;36m273.15\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m in \u001b[0;36mload_dataset\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 111\u001b[0m \u001b[0mopen_dataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 112\u001b[0m \"\"\"\n\u001b[0;32m--> 113\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 114\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m in \u001b[0;36mopen_dataset\u001b[0;34m(name, cache, cache_dir, github_url, branch, **kws)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[0;31m# May want to add an option to remove it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 78\u001b[0;31m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 79\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[0murl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ - "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'"
│ │ │ │ │ │ + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'"
│ │ │ │ │ │ ]
│ │ │ │ │ │ }
│ │ │ │ │ │ ],
│ │ │ │ │ │ "source": [
│ │ │ │ │ │ "ds = xr.tutorial.load_dataset(\"air_temperature\")\n",
│ │ │ │ │ │ "\n",
│ │ │ │ │ │ "# to celsius\n",
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/monthly-means.html
│ │ │ │ @@ -528,15 +528,15 @@
│ │ │ │ /build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py in open_dataset(name, cache, cache_dir, github_url, branch, **kws)
│ │ │ │ 76 # May want to add an option to remove it.
│ │ │ │ 77 if not _os.path.isdir(longdir):
│ │ │ │ ---> 78 _os.mkdir(longdir)
│ │ │ │ 79
│ │ │ │ 80 url = "/".join((github_url, "raw", branch, fullname))
│ │ │ │
│ │ │ │ -FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'
│ │ │ │ +FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'
│ │ │ │
│ │ │ │
│ │ │ │
│ │ │ │ [3]:
│ │ │ │
│ │ │ │ \u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'rasm'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m in \u001b[0;36mopen_dataset\u001b[0;34m(name, cache, cache_dir, github_url, branch, **kws)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[0;31m# May want to add an option to remove it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 78\u001b[0;31m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 79\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[0murl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ - "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'"
│ │ │ │ │ │ + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'"
│ │ │ │ │ │ ]
│ │ │ │ │ │ }
│ │ │ │ │ │ ],
│ │ │ │ │ │ "source": [
│ │ │ │ │ │ "ds = xr.tutorial.open_dataset('rasm').load()\n",
│ │ │ │ │ │ "ds"
│ │ │ │ │ │ ]
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/multidimensional-coords.html
│ │ │ │ @@ -527,15 +527,15 @@
│ │ │ │ /build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py in open_dataset(name, cache, cache_dir, github_url, branch, **kws)
│ │ │ │ 76 # May want to add an option to remove it.
│ │ │ │ 77 if not _os.path.isdir(longdir):
│ │ │ │ ---> 78 _os.mkdir(longdir)
│ │ │ │ 79
│ │ │ │ 80 url = "/".join((github_url, "raw", branch, fullname))
│ │ │ │
│ │ │ │ -FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'
│ │ │ │ +FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'
│ │ │ │
│ │ │ │
│ │ │ │ Now for the heavy lifting:¶
│ │ │ │We first have to come up with the weights, - calculate the month lengths for each monthly data record - calculate weights using groupby('time.season')
Finally, we just need to multiply our weights by the Dataset and sum allong the time dimension. Creating a DataArray for the month length is as easy as using the days_in_month accessor on the time coordinate. The calendar type, in this case 'noleap', is automatically considered in this operation.
In this example, the logical coordinates are x and y, while the physical coordinates are xc and yc, which represent the latitudes and longitude of the data.
│ │ │ │
│ │ │ │
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -83,15 +83,15 @@
│ │ │ │ │ open_dataset(name, cache, cache_dir, github_url, branch, **kws)
│ │ │ │ │ 76 # May want to add an option to remove it.
│ │ │ │ │ 77 if not _os.path.isdir(longdir):
│ │ │ │ │ ---> 78 _os.mkdir(longdir)
│ │ │ │ │ 79
│ │ │ │ │ 80 url = "/".join((github_url, "raw", branch, fullname))
│ │ │ │ │
│ │ │ │ │ -FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/first-
│ │ │ │ │ +FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/second-
│ │ │ │ │ build/.xarray_tutorial_data'
│ │ │ │ │ In this example, the logical coordinates are x and y, while the physical
│ │ │ │ │ coordinates are xc and yc, which represent the latitudes and longitude of the
│ │ │ │ │ data.
│ │ │ │ │ [3]:
│ │ │ │ │ print(ds.xc.attrs)
│ │ │ │ │ print(ds.yc.attrs)
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/multidimensional-coords.ipynb.gz
│ │ │ │ ├── multidimensional-coords.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9998697916666667%
│ │ │ │ │ │┄ Differences: {"'cells'": '{3: {\'outputs\': {0: {\'evalue\': "[Errno 2] No such file or directory: '
│ │ │ │ │ │┄ '\'/nonexistent/second-build/.xarray_tutorial_data\'", \'traceback\': {insert: [(4, '
│ │ │ │ │ │┄ '"\\x1b[0;31mFileNotFoundError\\x1b[0m: [Errno 2] No such file or directory: '
│ │ │ │ │ │┄ '\'/nonexistent/second-build/.xarray_tutorial_data\'")], delete: [4]}}}}}'}
│ │ │ │ │ │ @@ -45,22 +45,22 @@
│ │ │ │ │ │ "end_time": "2018-11-28T20:50:13.629720Z",
│ │ │ │ │ │ "start_time": "2018-11-28T20:50:13.484542Z"
│ │ │ │ │ │ }
│ │ │ │ │ │ },
│ │ │ │ │ │ "outputs": [
│ │ │ │ │ │ {
│ │ │ │ │ │ "ename": "FileNotFoundError",
│ │ │ │ │ │ - "evalue": "[Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'",
│ │ │ │ │ │ + "evalue": "[Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'",
│ │ │ │ │ │ "output_type": "error",
│ │ │ │ │ │ "traceback": [
│ │ │ │ │ │ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
│ │ │ │ │ │ "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
│ │ │ │ │ │ "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'rasm'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m in \u001b[0;36mopen_dataset\u001b[0;34m(name, cache, cache_dir, github_url, branch, **kws)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[0;31m# May want to add an option to remove it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 78\u001b[0;31m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 79\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[0murl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ - "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'"
│ │ │ │ │ │ + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'"
│ │ │ │ │ │ ]
│ │ │ │ │ │ }
│ │ │ │ │ │ ],
│ │ │ │ │ │ "source": [
│ │ │ │ │ │ "ds = xr.tutorial.open_dataset('rasm').load()\n",
│ │ │ │ │ │ "ds"
│ │ │ │ │ │ ]
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/visualization_gallery.html
│ │ │ │ @@ -533,15 +533,15 @@
│ │ │ │ /build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py in open_dataset(name, cache, cache_dir, github_url, branch, **kws)
│ │ │ │ 76 # May want to add an option to remove it.
│ │ │ │ 77 if not _os.path.isdir(longdir):
│ │ │ │ ---> 78 _os.mkdir(longdir)
│ │ │ │ 79
│ │ │ │ 80 url = "/".join((github_url, "raw", branch, fullname))
│ │ │ │
│ │ │ │ -FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'
│ │ │ │ +FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'
│ │ │ │
│ │ │ │
│ │ │ │ [3]:
│ │ │ │
│ │ │ │ , ('https://github.com/mapbox/
│ │ │ │ │ +KeyError: [, ('https://github.com/mapbox/
│ │ │ │ │ rasterio/raw/master/tests/data/RGB.byte.tif',), 'r', ()]
│ │ │ │ │
│ │ │ │ │ During handling of the above exception, another exception occurred:
│ │ │ │ │
│ │ │ │ │ CPLE_HttpResponseError Traceback (most recent call last)
│ │ │ │ │ rasterio/_base.pyx in rasterio._base.DatasetBase.__init__()
│ │ │ │ │
│ │ │ │ │ @@ -374,15 +374,15 @@
│ │ │ │ │
│ │ │ │ │ /build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py in
│ │ │ │ │ __getitem__(self, key)
│ │ │ │ │ 52 with self._lock:
│ │ │ │ │ ---> 53 value = self._cache[key]
│ │ │ │ │ 54 self._cache.move_to_end(key)
│ │ │ │ │
│ │ │ │ │ -KeyError: [, ('https://github.com/mapbox/
│ │ │ │ │ +KeyError: [, ('https://github.com/mapbox/
│ │ │ │ │ rasterio/raw/master/tests/data/RGB.byte.tif',), 'r', ()]
│ │ │ │ │
│ │ │ │ │ During handling of the above exception, another exception occurred:
│ │ │ │ │
│ │ │ │ │ CPLE_OpenFailedError Traceback (most recent call last)
│ │ │ │ │ rasterio/_base.pyx in rasterio._base.DatasetBase.__init__()
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/visualization_gallery.ipynb.gz
│ │ │ │ ├── visualization_gallery.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9998566862824675%
│ │ │ │ │ │┄ Differences: {"'cells'": '{3: {\'outputs\': {0: {\'evalue\': "[Errno 2] No such file or directory: '
│ │ │ │ │ │┄ '\'/nonexistent/second-build/.xarray_tutorial_data\'", \'traceback\': {insert: [(5, '
│ │ │ │ │ │┄ '"\\x1b[0;31mFileNotFoundError\\x1b[0m: [Errno 2] No such file or directory: '
│ │ │ │ │ │┄ '\'/nonexistent/second-build/.xarray_tutorial_data\'")], delete: [5]}}}}, 13: '
│ │ │ │ │ │┄ '{\'outputs\': {0: {\'traceback\': {insert: [(4, "\\x1b[0;31mKeyError\\x1b[0m: '
│ │ │ │ │ │┄ '[, ' […]
│ │ │ │ │ │ @@ -31,23 +31,23 @@
│ │ │ │ │ │ {
│ │ │ │ │ │ "cell_type": "code",
│ │ │ │ │ │ "execution_count": 2,
│ │ │ │ │ │ "metadata": {},
│ │ │ │ │ │ "outputs": [
│ │ │ │ │ │ {
│ │ │ │ │ │ "ename": "FileNotFoundError",
│ │ │ │ │ │ - "evalue": "[Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'",
│ │ │ │ │ │ + "evalue": "[Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'",
│ │ │ │ │ │ "output_type": "error",
│ │ │ │ │ │ "traceback": [
│ │ │ │ │ │ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
│ │ │ │ │ │ "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
│ │ │ │ │ │ "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'air_temperature'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
│ │ │ │ │ │ "\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m in \u001b[0;36mload_dataset\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 111\u001b[0m \u001b[0mopen_dataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 112\u001b[0m \"\"\"\n\u001b[0;32m--> 113\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 114\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m in \u001b[0;36mopen_dataset\u001b[0;34m(name, cache, cache_dir, github_url, branch, **kws)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[0;31m# May want to add an option to remove it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 78\u001b[0;31m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 79\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[0murl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ - "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'"
│ │ │ │ │ │ + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'"
│ │ │ │ │ │ ]
│ │ │ │ │ │ }
│ │ │ │ │ │ ],
│ │ │ │ │ │ "source": [
│ │ │ │ │ │ "ds = xr.tutorial.load_dataset('air_temperature')"
│ │ │ │ │ │ ]
│ │ │ │ │ │ },
│ │ │ │ │ │ @@ -275,15 +275,15 @@
│ │ │ │ │ │ "evalue": "CURL error: Could not resolve host: github.com",
│ │ │ │ │ │ "output_type": "error",
│ │ │ │ │ │ "traceback": [
│ │ │ │ │ │ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
│ │ │ │ │ │ "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
│ │ │ │ │ │ "\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/backends/file_manager.py\u001b[0m in \u001b[0;36m_acquire_with_cache_info\u001b[0;34m(self, needs_lock)\u001b[0m\n\u001b[1;32m 198\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 199\u001b[0;31m \u001b[0mfile\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_key\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 200\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 52\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lock\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 53\u001b[0;31m \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 54\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmove_to_end\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ - "\u001b[0;31mKeyError\u001b[0m: [, ('https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif',), 'r', ()]",
│ │ │ │ │ │ + "\u001b[0;31mKeyError\u001b[0m: [, ('https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif',), 'r', ()]",
│ │ │ │ │ │ "\nDuring handling of the above exception, another exception occurred:\n",
│ │ │ │ │ │ "\u001b[0;31mCPLE_HttpResponseError\u001b[0m Traceback (most recent call last)",
│ │ │ │ │ │ "\u001b[0;32mrasterio/_base.pyx\u001b[0m in \u001b[0;36mrasterio._base.DatasetBase.__init__\u001b[0;34m()\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;32mrasterio/_shim.pyx\u001b[0m in \u001b[0;36mrasterio._shim.open_dataset\u001b[0;34m()\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;32mrasterio/_err.pyx\u001b[0m in \u001b[0;36mrasterio._err.exc_wrap_pointer\u001b[0;34m()\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;31mCPLE_HttpResponseError\u001b[0m: CURL error: Could not resolve host: github.com",
│ │ │ │ │ │ "\nDuring handling of the above exception, another exception occurred:\n",
│ │ │ │ │ │ @@ -338,15 +338,15 @@
│ │ │ │ │ │ "evalue": "'/vsicurl/https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif' does not exist in the file system, and is not recognized as a supported dataset name.",
│ │ │ │ │ │ "output_type": "error",
│ │ │ │ │ │ "traceback": [
│ │ │ │ │ │ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
│ │ │ │ │ │ "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
│ │ │ │ │ │ "\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/backends/file_manager.py\u001b[0m in \u001b[0;36m_acquire_with_cache_info\u001b[0;34m(self, needs_lock)\u001b[0m\n\u001b[1;32m 198\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 199\u001b[0;31m \u001b[0mfile\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_key\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 200\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 52\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lock\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 53\u001b[0;31m \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 54\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmove_to_end\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
│ │ │ │ │ │ - "\u001b[0;31mKeyError\u001b[0m: [, ('https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif',), 'r', ()]",
│ │ │ │ │ │ + "\u001b[0;31mKeyError\u001b[0m: [, ('https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif',), 'r', ()]",
│ │ │ │ │ │ "\nDuring handling of the above exception, another exception occurred:\n",
│ │ │ │ │ │ "\u001b[0;31mCPLE_OpenFailedError\u001b[0m Traceback (most recent call last)",
│ │ │ │ │ │ "\u001b[0;32mrasterio/_base.pyx\u001b[0m in \u001b[0;36mrasterio._base.DatasetBase.__init__\u001b[0;34m()\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;32mrasterio/_shim.pyx\u001b[0m in \u001b[0;36mrasterio._shim.open_dataset\u001b[0;34m()\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;32mrasterio/_err.pyx\u001b[0m in \u001b[0;36mrasterio._err.exc_wrap_pointer\u001b[0;34m()\u001b[0m\n",
│ │ │ │ │ │ "\u001b[0;31mCPLE_OpenFailedError\u001b[0m: '/vsicurl/https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif' does not exist in the file system, and is not recognized as a supported dataset name.",
│ │ │ │ │ │ "\nDuring handling of the above exception, another exception occurred:\n",
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/weather-data.html
│ │ │ │ @@ -889,30 +889,30 @@
│ │ │ │
Multiple plots and map projections¶
│ │ │ │Control the map projection parameters on multiple axes
│ │ │ │This example illustrates how to plot multiple maps and control their extent and aspect ratio.
│ │ │ │For more details see this discussion on github.
│ │ │ │ @@ -770,15 +770,15 @@ │ │ │ │ 200 except KeyError: │ │ │ │ │ │ │ │ /build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py in __getitem__(self, key) │ │ │ │ 52 with self._lock: │ │ │ │ ---> 53 value = self._cache[key] │ │ │ │ 54 self._cache.move_to_end(key) │ │ │ │ │ │ │ │ -KeyError: [<function open at 0xffff721038b0>, ('https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif',), 'r', ()] │ │ │ │ +KeyError: [<function open at 0xffff787868b0>, ('https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif',), 'r', ()] │ │ │ │ │ │ │ │ During handling of the above exception, another exception occurred: │ │ │ │ │ │ │ │ CPLE_HttpResponseError Traceback (most recent call last) │ │ │ │ rasterio/_base.pyx in rasterio._base.DatasetBase.__init__() │ │ │ │ │ │ │ │ rasterio/_shim.pyx in rasterio._shim.open_dataset() │ │ │ │ @@ -889,15 +889,15 @@ │ │ │ │ 200 except KeyError: │ │ │ │ │ │ │ │ /build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py in __getitem__(self, key) │ │ │ │ 52 with self._lock: │ │ │ │ ---> 53 value = self._cache[key] │ │ │ │ 54 self._cache.move_to_end(key) │ │ │ │ │ │ │ │ -KeyError: [<function open at 0xffff721038b0>, ('https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif',), 'r', ()] │ │ │ │ +KeyError: [<function open at 0xffff787868b0>, ('https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif',), 'r', ()] │ │ │ │ │ │ │ │ During handling of the above exception, another exception occurred: │ │ │ │ │ │ │ │ CPLE_OpenFailedError Traceback (most recent call last) │ │ │ │ rasterio/_base.pyx in rasterio._base.DatasetBase.__init__() │ │ │ │ │ │ │ │ rasterio/_shim.pyx in rasterio._shim.open_dataset() │ │ │ │ ├── html2text {} │ │ │ │ │ @@ -89,15 +89,15 @@ │ │ │ │ │ open_dataset(name, cache, cache_dir, github_url, branch, **kws) │ │ │ │ │ 76 # May want to add an option to remove it. │ │ │ │ │ 77 if not _os.path.isdir(longdir): │ │ │ │ │ ---> 78 _os.mkdir(longdir) │ │ │ │ │ 79 │ │ │ │ │ 80 url = "/".join((github_url, "raw", branch, fullname)) │ │ │ │ │ │ │ │ │ │ -FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/first- │ │ │ │ │ +FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/second- │ │ │ │ │ build/.xarray_tutorial_data' │ │ │ │ │ ***** Multiple plots and map projections¶ ***** │ │ │ │ │ Control the map projection parameters on multiple axes │ │ │ │ │ This example illustrates how to plot multiple maps and control their extent and │ │ │ │ │ aspect ratio. │ │ │ │ │ For more details see this_discussion on github. │ │ │ │ │ [3]: │ │ │ │ │ @@ -255,15 +255,15 @@ │ │ │ │ │ │ │ │ │ │ /build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py in │ │ │ │ │ __getitem__(self, key) │ │ │ │ │ 52 with self._lock: │ │ │ │ │ ---> 53 value = self._cache[key] │ │ │ │ │ 54 self._cache.move_to_end(key) │ │ │ │ │ │ │ │ │ │ -KeyError: [<xarray.Dataset> │ │ │ │ Dimensions: (location: 3, time: 731) │ │ │ │ Coordinates: │ │ │ │ * time (time) datetime64[ns] 2000-01-01 2000-01-02 ... 2001-12-31 │ │ │ │ * location (location) <U2 'IA' 'IN' 'IL' │ │ │ │ Data variables: │ │ │ │ tmin (time, location) float64 -8.037 -1.788 -3.932 ... -1.346 -4.544 │ │ │ │ - tmax (time, location) float64 12.98 3.31 6.779 ... 6.636 3.343 3.805
xarray.Dataset
- location: 3
- time: 731
- │ │ │ │ + [ 6.63593435, 3.34271537, 3.80527925]])
- time(time)datetime64[ns]2000-01-01 ... 2001-12-31
array(['2000-01-01T00:00:00.000000000', '2000-01-02T00:00:00.000000000', │ │ │ │ + tmax (time, location) float64 12.98 3.31 6.779 ... 6.636 3.343 3.805
xarray.Dataset- location: 3
- time: 731
- time(time)datetime64[ns]2000-01-01 ... 2001-12-31
array(['2000-01-01T00:00:00.000000000', '2000-01-02T00:00:00.000000000', │ │ │ │ '2000-01-03T00:00:00.000000000', ..., '2001-12-29T00:00:00.000000000', │ │ │ │ '2001-12-30T00:00:00.000000000', '2001-12-31T00:00:00.000000000'], │ │ │ │ - dtype='datetime64[ns]')
- location(location)<U2'IA' 'IN' 'IL'
array(['IA', 'IN', 'IL'], dtype='<U2')
- tmin(time, location)float64-8.037 -1.788 ... -1.346 -4.544
array([[ -8.03736932, -1.78844117, -3.93154201], │ │ │ │ + dtype='datetime64[ns]')
- location(location)<U2'IA' 'IN' 'IL'
array(['IA', 'IN', 'IL'], dtype='<U2')
- tmin(time, location)float64-8.037 -1.788 ... -1.346 -4.544
array([[ -8.03736932, -1.78844117, -3.93154201], │ │ │ │ [ -9.34115662, -6.55807323, 0.13203714], │ │ │ │ [-12.13971902, -6.14641918, -1.06187252], │ │ │ │ ..., │ │ │ │ [ -5.34723825, -13.37459826, -4.93221199], │ │ │ │ [ -2.67283594, -5.18072141, -4.11567869], │ │ │ │ - [ 2.06327582, -1.34576404, -4.54392729]])
- tmax(time, location)float6412.98 3.31 6.779 ... 3.343 3.805
array([[12.98054898, 3.31040942, 6.77855382], │ │ │ │ + [ 2.06327582, -1.34576404, -4.54392729]])
- tmax(time, location)float6412.98 3.31 6.779 ... 3.343 3.805
array([[12.98054898, 3.31040942, 6.77855382], │ │ │ │ [ 0.44785582, 6.37271154, 4.8434966 ], │ │ │ │ [ 5.32269851, 6.25176289, 5.98033045], │ │ │ │ ..., │ │ │ │ [ 6.73078492, 7.74795302, 8.04569651], │ │ │ │ [ 6.46376911, 6.31695352, 1.55799171], │ │ │ │ - [ 6.63593435, 3.34271537, 3.80527925]])
│ │ │ │
│ │ │ │
│ │ │ │ Examine a dataset with pandas and seaborn¶
│ │ │ │
│ │ │ │
│ │ │ │ Convert to a pandas DataFrame¶
│ │ │ │
│ │ │ │
│ │ │ │
│ │ │ │ [2]:
│ │ │ │ @@ -1112,15 +1112,15 @@
│ │ │ │
│ │ │ │
│ │ │ │
│ │ │ │
│ │ │ │ [5]:
│ │ │ │
│ │ │ │
│ │ │ │
│ │ │ │ -<seaborn.axisgrid.PairGrid at 0xffff965173a0>
│ │ │ │ +<seaborn.axisgrid.PairGrid at 0xffff9745ecd0>
│ │ │ │
│ │ │ │
│ │ │ │
│ │ │ │
│ │ │ │ 
│ │ │ │ @@ -1507,26 +1507,26 @@
│ │ │ │ [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
│ │ │ │ @@ -1507,26 +1507,26 @@
│ │ │ │ [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 12xarray.DataArray
'tmin'
- month: 12
- location: 3
- │ │ │ │ + [0.93548387, 0.85483871, 0.82258065]])0.9516 0.8871 0.9355 0.8421 0.7193 ... 0.2333 0.9355 0.8548 0.8226
array([[0.9516129 , 0.88709677, 0.93548387], │ │ │ │ + * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12
xarray.DataArray'tmin'- month: 12
- location: 3
- 0.9516 0.8871 0.9355 0.8421 0.7193 ... 0.2333 0.9355 0.8548 0.8226
array([[0.9516129 , 0.88709677, 0.93548387], │ │ │ │ [0.84210526, 0.71929825, 0.77192982], │ │ │ │ [0.24193548, 0.12903226, 0.16129032], │ │ │ │ [0. , 0. , 0. ], │ │ │ │ [0. , 0. , 0. ], │ │ │ │ [0. , 0. , 0. ], │ │ │ │ [0. , 0. , 0. ], │ │ │ │ [0. , 0. , 0. ], │ │ │ │ [0. , 0. , 0. ], │ │ │ │ [0. , 0.01612903, 0. ], │ │ │ │ [0.33333333, 0.35 , 0.23333333], │ │ │ │ - [0.93548387, 0.85483871, 0.82258065]])
- location(location)<U2'IA' 'IN' 'IL'
array(['IA', 'IN', 'IL'], dtype='<U2')
- month(month)int641 2 3 4 5 6 7 8 9 10 11 12
array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])
- location(location)<U2'IA' 'IN' 'IL'
array(['IA', 'IN', 'IL'], dtype='<U2')
- month(month)int641 2 3 4 5 6 7 8 9 10 11 12
array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])
│ │ │ │
│ │ │ │
│ │ │ │
[7]:
│ │ │ │
│ │ │ │ freeze.to_pandas().plot()
│ │ │ │ @@ -2025,18 +2025,18 @@
│ │ │ │ Dimensions: (location: 3, time: 731)
│ │ │ │ Coordinates:
│ │ │ │ * time (time) datetime64[ns] 2000-01-01 2000-01-02 ... 2001-12-31
│ │ │ │ * location (location) object 'IA' 'IN' 'IL'
│ │ │ │ month (time) int64 1 1 1 1 1 1 1 1 1 ... 12 12 12 12 12 12 12 12 12
│ │ │ │ Data variables:
│ │ │ │ some_missing (time, location) float64 nan nan nan ... 2.063 -1.346 -4.544
│ │ │ │ - filled (time, location) float64 -5.163 -4.216 ... -1.346 -4.544xarray.Dataset
- location: 3
- time: 731
- │ │ │ │ + [ 2.06327582, -1.34576404, -4.54392729]])
- time(time)datetime64[ns]2000-01-01 ... 2001-12-31
array(['2000-01-01T00:00:00.000000000', '2000-01-02T00:00:00.000000000', │ │ │ │ + filled (time, location) float64 -5.163 -4.216 ... -1.346 -4.544
xarray.Dataset- location: 3
- time: 731
- time(time)datetime64[ns]2000-01-01 ... 2001-12-31
array(['2000-01-01T00:00:00.000000000', '2000-01-02T00:00:00.000000000', │ │ │ │ '2000-01-03T00:00:00.000000000', ..., '2001-12-29T00:00:00.000000000', │ │ │ │ '2001-12-30T00:00:00.000000000', '2001-12-31T00:00:00.000000000'], │ │ │ │ - dtype='datetime64[ns]')
- location(location)object'IA' 'IN' 'IL'
array(['IA', 'IN', 'IL'], dtype=object)
- month(time)int641 1 1 1 1 1 1 ... 12 12 12 12 12 12
array([ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, │ │ │ │ + dtype='datetime64[ns]')
- location(location)object'IA' 'IN' 'IL'
array(['IA', 'IN', 'IL'], dtype=object)
- month(time)int641 1 1 1 1 1 1 ... 12 12 12 12 12 12
array([ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, │ │ │ │ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, │ │ │ │ 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, │ │ │ │ 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, │ │ │ │ 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, │ │ │ │ 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, │ │ │ │ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, │ │ │ │ 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, │ │ │ │ @@ -2068,27 +2068,27 @@ │ │ │ │ 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 9, 9, 9, │ │ │ │ 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, │ │ │ │ 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 10, 10, 10, 10, 10, 10, │ │ │ │ 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, │ │ │ │ 10, 10, 10, 10, 10, 10, 10, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, │ │ │ │ 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, │ │ │ │ 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, │ │ │ │ - 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12])
- some_missing(time, location)float64nan nan nan ... 2.063 -1.346 -4.544
array([[ nan, nan, nan], │ │ │ │ + 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12])
- some_missing(time, location)float64nan nan nan ... 2.063 -1.346 -4.544
array([[ nan, nan, nan], │ │ │ │ [ nan, nan, nan], │ │ │ │ [ nan, nan, nan], │ │ │ │ ..., │ │ │ │ [ -5.34723825, -13.37459826, -4.93221199], │ │ │ │ [ -2.67283594, -5.18072141, -4.11567869], │ │ │ │ - [ 2.06327582, -1.34576404, -4.54392729]])
- filled(time, location)float64-5.163 -4.216 ... -1.346 -4.544
array([[ -5.16274935, -4.21616663, -4.68137385], │ │ │ │ + [ 2.06327582, -1.34576404, -4.54392729]])
- filled(time, location)float64-5.163 -4.216 ... -1.346 -4.544
array([[ -5.16274935, -4.21616663, -4.68137385], │ │ │ │ [ -5.16274935, -4.21616663, -4.68137385], │ │ │ │ [ -5.16274935, -4.21616663, -4.68137385], │ │ │ │ ..., │ │ │ │ [ -5.34723825, -13.37459826, -4.93221199], │ │ │ │ [ -2.67283594, -5.18072141, -4.11567869], │ │ │ │ - [ 2.06327582, -1.34576404, -4.54392729]])
│ │ │ │
│ │ │ │
│ │ │ │ "
│ │ │ │ │ │ ],
│ │ │ │ │ │ "text/plain": [
│ │ │ │ │ │ "\n",
│ │ │ │ │ │ "Dimensions: (location: 3, time: 731)\n",
│ │ │ │ │ │ "Coordinates:\n",
│ │ │ │ │ │ " * time (time) datetime64[ns] 2000-01-01 2000-01-02 ... 2001-12-31\n",
│ │ │ │ │ │ " * location (location) "
│ │ │ │ │ │ + ""
│ │ │ │ │ │ ]
│ │ │ │ │ │ },
│ │ │ │ │ │ "execution_count": 5,
│ │ │ │ │ │ "metadata": {},
│ │ │ │ │ │ "output_type": "execute_result"
│ │ │ │ │ │ },
│ │ │ │ │ │ {
│ │ │ │ │ │ @@ -1121,26 +1121,26 @@
│ │ │ │ │ │ " [0. , 0. , 0. ],\n",
│ │ │ │ │ │ " [0. , 0. , 0. ],\n",
│ │ │ │ │ │ " [0. , 0.01612903, 0. ],\n",
│ │ │ │ │ │ " [0.33333333, 0.35 , 0.23333333],\n",
│ │ │ │ │ │ " [0.93548387, 0.85483871, 0.82258065]])\n",
│ │ │ │ │ │ "Coordinates:\n",
│ │ │ │ │ │ " * location (location) <U2 'IA' 'IN' 'IL'\n",
│ │ │ │ │ │ - " * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12
"
│ │ │ │ │ │ ],
│ │ │ │ │ │ "text/plain": [
│ │ │ │ │ │ "[12]:
│ │ │ │
│ │ │ │ df = both.sel(time="2000").mean("location").reset_coords(drop=True).to_dataframe()
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -188,15 +188,15 @@
│ │ │ │ │ [4]:
│ │ │ │ │
│ │ │ │ │ [../_images/examples_weather-data_7_1.png]
│ │ │ │ │ **** Visualize using seaborn¶ ****
│ │ │ │ │ [5]:
│ │ │ │ │ sns.pairplot(df.reset_index(), vars=ds.data_vars)
│ │ │ │ │ [5]:
│ │ │ │ │ -
│ │ │ │ │ +
│ │ │ │ │ [../_images/examples_weather-data_9_1.png]
│ │ │ │ │ ***** Probability of freeze by calendar month¶ *****
│ │ │ │ │ [6]:
│ │ │ │ │ freeze = (ds["tmin"] <= 0).groupby("time.month").mean("time")
│ │ │ │ │ freeze
│ │ │ │ │ [6]:
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/weather-data.ipynb.gz
│ │ │ │ ├── weather-data.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.999984729458033%
│ │ │ │ │ │┄ Differences: {"'cells'": '{1: {\'outputs\': {0: {\'data\': {\'text/html\': {insert: [(358, " tmax '
│ │ │ │ │ │┄ '(time, location) float64 12.98 3.31 6.779 ... 6.636 3.343 3.805 xarray.Dataset
xarray.DataArray
'tmin'
- month: 12
- location: 3
- 0.9516 0.8871 0.9355 0.8421 0.7193 ... 0.2333 0.9355 0.8548 0.8226" │ │ │ │ │ │ + " [0.93548387, 0.85483871, 0.82258065]])
array([[0.9516129 , 0.88709677, 0.93548387],\n", │ │ │ │ │ │ + " * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12
xarray.DataArray'tmin'- month: 12
- location: 3
- 0.9516 0.8871 0.9355 0.8421 0.7193 ... 0.2333 0.9355 0.8548 0.8226
array([[0.9516129 , 0.88709677, 0.93548387],\n", │ │ │ │ │ │ " [0.84210526, 0.71929825, 0.77192982],\n", │ │ │ │ │ │ " [0.24193548, 0.12903226, 0.16129032],\n", │ │ │ │ │ │ " [0. , 0. , 0. ],\n", │ │ │ │ │ │ " [0. , 0. , 0. ],\n", │ │ │ │ │ │ " [0. , 0. , 0. ],\n", │ │ │ │ │ │ " [0. , 0. , 0. ],\n", │ │ │ │ │ │ " [0. , 0. , 0. ],\n", │ │ │ │ │ │ " [0. , 0. , 0. ],\n", │ │ │ │ │ │ " [0. , 0.01612903, 0. ],\n", │ │ │ │ │ │ " [0.33333333, 0.35 , 0.23333333],\n", │ │ │ │ │ │ - " [0.93548387, 0.85483871, 0.82258065]])
- location(location)<U2'IA' 'IN' 'IL'
array(['IA', 'IN', 'IL'], dtype='<U2')
- month(month)int641 2 3 4 5 6 7 8 9 10 11 12
array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])
- location(location)<U2'IA' 'IN' 'IL'
array(['IA', 'IN', 'IL'], dtype='<U2')
- month(month)int641 2 3 4 5 6 7 8 9 10 11 12
array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])
xarray.Dataset
- location: 3
- time: 731
- time(time)datetime64[ns]2000-01-01 ... 2001-12-31" │ │ │ │ │ │ + " [ 2.06327582, -1.34576404, -4.54392729]])
array(['2000-01-01T00:00:00.000000000', '2000-01-02T00:00:00.000000000',\n", │ │ │ │ │ │ + " filled (time, location) float64 -5.163 -4.216 ... -1.346 -4.544
xarray.Dataset- location: 3
- time: 731
- time(time)datetime64[ns]2000-01-01 ... 2001-12-31
array(['2000-01-01T00:00:00.000000000', '2000-01-02T00:00:00.000000000',\n", │ │ │ │ │ │ " '2000-01-03T00:00:00.000000000', ..., '2001-12-29T00:00:00.000000000',\n", │ │ │ │ │ │ " '2001-12-30T00:00:00.000000000', '2001-12-31T00:00:00.000000000'],\n", │ │ │ │ │ │ - " dtype='datetime64[ns]')
- location(location)object'IA' 'IN' 'IL'
array(['IA', 'IN', 'IL'], dtype=object)
- month(time)int641 1 1 1 1 1 1 ... 12 12 12 12 12 12
array([ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", │ │ │ │ │ │ + " dtype='datetime64[ns]')
- location(location)object'IA' 'IN' 'IL'
array(['IA', 'IN', 'IL'], dtype=object)
- month(time)int641 1 1 1 1 1 1 ... 12 12 12 12 12 12
array([ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", │ │ │ │ │ │ " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2,\n", │ │ │ │ │ │ " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", │ │ │ │ │ │ " 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3,\n", │ │ │ │ │ │ " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", │ │ │ │ │ │ " 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n", │ │ │ │ │ │ " 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n", │ │ │ │ │ │ " 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5,\n", │ │ │ │ │ │ @@ -1803,27 +1803,27 @@ │ │ │ │ │ │ " 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 9, 9, 9,\n", │ │ │ │ │ │ " 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9,\n", │ │ │ │ │ │ " 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 10, 10, 10, 10, 10, 10,\n", │ │ │ │ │ │ " 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10,\n", │ │ │ │ │ │ " 10, 10, 10, 10, 10, 10, 10, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11,\n", │ │ │ │ │ │ " 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11,\n", │ │ │ │ │ │ " 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12,\n", │ │ │ │ │ │ - " 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12])
- some_missing(time, location)float64nan nan nan ... 2.063 -1.346 -4.544
array([[ nan, nan, nan],\n", │ │ │ │ │ │ + " 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12])
- some_missing(time, location)float64nan nan nan ... 2.063 -1.346 -4.544
array([[ nan, nan, nan],\n", │ │ │ │ │ │ " [ nan, nan, nan],\n", │ │ │ │ │ │ " [ nan, nan, nan],\n", │ │ │ │ │ │ " ...,\n", │ │ │ │ │ │ " [ -5.34723825, -13.37459826, -4.93221199],\n", │ │ │ │ │ │ " [ -2.67283594, -5.18072141, -4.11567869],\n", │ │ │ │ │ │ - " [ 2.06327582, -1.34576404, -4.54392729]])
- filled(time, location)float64-5.163 -4.216 ... -1.346 -4.544
array([[ -5.16274935, -4.21616663, -4.68137385],\n", │ │ │ │ │ │ + " [ 2.06327582, -1.34576404, -4.54392729]])
- filled(time, location)float64-5.163 -4.216 ... -1.346 -4.544
array([[ -5.16274935, -4.21616663, -4.68137385],\n", │ │ │ │ │ │ " [ -5.16274935, -4.21616663, -4.68137385],\n", │ │ │ │ │ │ " [ -5.16274935, -4.21616663, -4.68137385],\n", │ │ │ │ │ │ " ...,\n", │ │ │ │ │ │ " [ -5.34723825, -13.37459826, -4.93221199],\n", │ │ │ │ │ │ " [ -2.67283594, -5.18072141, -4.11567869],\n", │ │ │ │ │ │ - " [ 2.06327582, -1.34576404, -4.54392729]])
│ │ │ │ Additional keyword arguments can be passed to scipy’s functions.
│ │ │ │# fill 0 for the outside of the original coordinates.
│ │ │ │ In [21]: da.interp(x=np.linspace(-0.5, 1.5, 10), kwargs={"fill_value": 0.0})
│ │ │ │ Out[21]:
│ │ │ │ @@ -611,15 +611,15 @@
│ │ │ │ /build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py in open_dataset(name, cache, cache_dir, github_url, branch, **kws)
│ │ │ │ 76 # May want to add an option to remove it.
│ │ │ │ 77 if not _os.path.isdir(longdir):
│ │ │ │ ---> 78 _os.mkdir(longdir)
│ │ │ │ 79
│ │ │ │ 80 url = "/".join((github_url, "raw", branch, fullname))
│ │ │ │
│ │ │ │ -FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/first-build/.xarray_tutorial_data'
│ │ │ │ +FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/second-build/.xarray_tutorial_data'
│ │ │ │
│ │ │ │ In [45]: fig, axes = plt.subplots(ncols=2, figsize=(10, 4))
│ │ │ │
│ │ │ │ In [46]: ds.air.plot(ax=axes[0])
│ │ │ │ ---------------------------------------------------------------------------
│ │ │ │ AttributeError Traceback (most recent call last)
│ │ │ │ <ipython-input-46-cb8f083667be> in <module>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -202,26 +202,26 @@
│ │ │ │ │ ....: np.sin(np.linspace(0, 2 * np.pi, 10)),
│ │ │ │ │ ....: dims="x",
│ │ │ │ │ ....: coords={"x": np.linspace(0, 1, 10)},
│ │ │ │ │ ....: )
│ │ │ │ │ ....:
│ │ │ │ │
│ │ │ │ │ In [17]: da.plot.line("o", label="original")
│ │ │ │ │ -Out[17]: []
│ │ │ │ │ +Out[17]: []
│ │ │ │ │
│ │ │ │ │ In [18]: da.interp(x=np.linspace(0, 1, 100)).plot.line(label="linear
│ │ │ │ │ (default)")
│ │ │ │ │ -Out[18]: []
│ │ │ │ │ +Out[18]: []
│ │ │ │ │
│ │ │ │ │ In [19]: da.interp(x=np.linspace(0, 1, 100), method="cubic").plot.line
│ │ │ │ │ (label="cubic")
│ │ │ │ │ -Out[19]: []
│ │ │ │ │ +Out[19]: []
│ │ │ │ │
│ │ │ │ │ In [20]: plt.legend()
│ │ │ │ │ -Out[20]:
│ │ │ │ │ +Out[20]:
│ │ │ │ │ [_images/interpolation_sample1.png]
│ │ │ │ │ Additional keyword arguments can be passed to scipyâs functions.
│ │ │ │ │ # fill 0 for the outside of the original coordinates.
│ │ │ │ │ In [21]: da.interp(x=np.linspace(-0.5, 1.5, 10), kwargs={"fill_value": 0.0})
│ │ │ │ │ Out[21]:
│ │ │ │ │
│ │ │ │ │ array([ 0. , 0. , 0. , 0.814, 0.604, -0.604, -0.814, 0. , 0. ,
│ │ │ │ │ @@ -390,15 +390,15 @@
│ │ │ │ │ open_dataset(name, cache, cache_dir, github_url, branch, **kws)
│ │ │ │ │ 76 # May want to add an option to remove it.
│ │ │ │ │ 77 if not _os.path.isdir(longdir):
│ │ │ │ │ ---> 78 _os.mkdir(longdir)
│ │ │ │ │ 79
│ │ │ │ │ 80 url = "/".join((github_url, "raw", branch, fullname))
│ │ │ │ │
│ │ │ │ │ -FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/first-
│ │ │ │ │ +FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/second-
│ │ │ │ │ build/.xarray_tutorial_data'
│ │ │ │ │
│ │ │ │ │ In [45]: fig, axes = plt.subplots(ncols=2, figsize=(10, 4))
│ │ │ │ │
│ │ │ │ │ In [46]: ds.air.plot(ax=axes[0])
│ │ │ │ │ ---------------------------------------------------------------------------
│ │ │ │ │ AttributeError Traceback (most recent call last)
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/io.html
│ │ │ │ @@ -1059,15 +1059,15 @@
│ │ │ │ ....: "y": pd.date_range("2000-01-01", periods=5),
│ │ │ │ ....: "z": ("x", list("abcd")),
│ │ │ │ ....: },
│ │ │ │ ....: )
│ │ │ │ ....:
│ │ │ │
│ │ │ │ In [39]: ds.to_zarr("path/to/directory.zarr")
│ │ │ │ -Out[39]: <xarray.backends.zarr.ZarrStore at 0xffff57542040>
│ │ │ │ +Out[39]: <xarray.backends.zarr.ZarrStore at 0xffff4074e1c0>
│ │ │ │ (The suffix .zarr is optional–just a reminder that a zarr store lives
│ │ │ │ there.) If the directory does not exist, it will be created. If a zarr
│ │ │ │ store is already present at that path, an error will be raised, preventing it
│ │ │ │ from being overwritten. To override this behavior and overwrite an existing
│ │ │ │ store, add mode='w' when invoking to_zarr().
to_zarr method as variable encoding.
│ │ │ │ For example:
│ │ │ │ 
│ │ │ │ 
│ │ │ │ 
│ │ │ │ 
│ │ │ │ 
│ │ │ │
│ │ │ │
│ │ │ │
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -121,15 +121,15 @@
│ │ │ │ │ open_dataset(name, cache, cache_dir, github_url, branch, **kws)
│ │ │ │ │ 76 # May want to add an option to remove it.
│ │ │ │ │ 77 if not _os.path.isdir(longdir):
│ │ │ │ │ ---> 78 _os.mkdir(longdir)
│ │ │ │ │ 79
│ │ │ │ │ 80 url = "/".join((github_url, "raw", branch, fullname))
│ │ │ │ │
│ │ │ │ │ -FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/first-
│ │ │ │ │ +FileNotFoundError: [Errno 2] No such file or directory: '/nonexistent/second-
│ │ │ │ │ build/.xarray_tutorial_data'
│ │ │ │ │
│ │ │ │ │ In [6]: airtemps
│ │ │ │ │ ---------------------------------------------------------------------------
│ │ │ │ │ NameError Traceback (most recent call last)
│ │ │ │ │ 
│ │ │ │ 