From f10775e027a0a9231a7be63e80bddc92a840e13e Mon Sep 17 00:00:00 2001
From: Mingyuan Chen <chenm94@outlook.com>
Date: Tue, 24 Oct 2023 12:31:33 +0100
Subject: [PATCH 1/5] Create data downloader Fixes #2 Add soilgrids library in
 environment and ignore unrelated files

---
 .gitignore     |    2 +
 poetry.lock    | 1031 +++++++++++++++++++++++++++++++++++++++++++++++-
 pyproject.toml |    1 +
 3 files changed, 1033 insertions(+), 1 deletion(-)
 create mode 100644 .gitignore

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..2955353
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,2 @@
+.vscode/
+Data/
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index 932a0cc..81a825c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,20 @@
 # This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
+[[package]]
+name = "affine"
+version = "2.4.0"
+description = "Matrices describing affine transformation of the plane"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "affine-2.4.0-py3-none-any.whl", hash = "sha256:8a3df80e2b2378aef598a83c1392efd47967afec4242021a0b06b4c7cbc61a92"},
+    {file = "affine-2.4.0.tar.gz", hash = "sha256:a24d818d6a836c131976d22f8c27b8d3ca32d0af64c1d8d29deb7bafa4da1eea"},
+]
+
+[package.extras]
+dev = ["coveralls", "flake8", "pydocstyle"]
+test = ["pytest (>=4.6)", "pytest-cov"]
+
 [[package]]
 name = "astroid"
 version = "3.0.1"
@@ -14,6 +29,24 @@ files = [
 [package.dependencies]
 typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 
+[[package]]
+name = "attrs"
+version = "23.1.0"
+description = "Classes Without Boilerplate"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
+    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+]
+
+[package.extras]
+cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
+dev = ["attrs[docs,tests]", "pre-commit"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
+tests = ["attrs[tests-no-zope]", "zope-interface"]
+tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+
 [[package]]
 name = "black"
 version = "23.10.0"
@@ -56,6 +89,197 @@ d = ["aiohttp (>=3.7.4)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "bmipy"
+version = "2.0"
+description = "Basic Model Interface for Python"
+optional = false
+python-versions = "*"
+files = [
+    {file = "bmipy-2.0.tar.gz", hash = "sha256:d1a586f6ac679e44d7eae3c15ee09bc3a6bd856d23cada9a461a1900e4246345"},
+]
+
+[package.dependencies]
+black = "*"
+click = "*"
+jinja2 = "*"
+numpy = "*"
+
+[[package]]
+name = "certifi"
+version = "2023.7.22"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "certifi-2023.7.22-py3-none-any.whl", hash = "sha256:92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9"},
+    {file = "certifi-2023.7.22.tar.gz", hash = "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082"},
+]
+
+[[package]]
+name = "cftime"
+version = "1.6.2"
+description = "Time-handling functionality from netcdf4-python"
+optional = false
+python-versions = ">=3.7"
+files = [
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+[[package]]
+name = "cftime"
+version = "1.6.3"
+description = "Time-handling functionality from netcdf4-python"
+optional = false
+python-versions = ">=3.8"
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+
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 name = "click"
 version = "8.1.7"
@@ -70,6 +294,40 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
+[[package]]
+name = "click-plugins"
+version = "1.1.1"
+description = "An extension module for click to enable registering CLI commands via setuptools entry-points."
+optional = false
+python-versions = "*"
+files = [
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+
+[package.dependencies]
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+
+[package.extras]
+dev = ["coveralls", "pytest (>=3.6)", "pytest-cov", "wheel"]
+
+[[package]]
+name = "cligj"
+version = "0.7.2"
+description = "Click params for commmand line interfaces to GeoJSON"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, <4"
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+[package.dependencies]
+click = ">=4.0"
+
+[package.extras]
+test = ["pytest-cov"]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -95,6 +353,17 @@ files = [
 [package.extras]
 graph = ["objgraph (>=1.7.2)"]
 
+[[package]]
+name = "idna"
+version = "3.4"
+description = "Internationalized Domain Names in Applications (IDNA)"
+optional = false
+python-versions = ">=3.5"
+files = [
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+]
+
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 name = "isort"
 version = "5.12.0"
@@ -112,6 +381,199 @@ pipfile-deprecated-finder = ["pip-shims (>=0.5.2)", "pipreqs", "requirementslib"
 plugins = ["setuptools"]
 requirements-deprecated-finder = ["pip-api", "pipreqs"]
 
+[[package]]
+name = "jinja2"
+version = "3.1.2"
+description = "A very fast and expressive template engine."
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
+[[package]]
+name = "lxml"
+version = "4.9.3"
+description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, != 3.4.*"
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+    {file = "rasterio-1.3.9-cp312-cp312-win_amd64.whl", hash = "sha256:6777fad3c31eb3e5da0ccaa28a032ad07c20d003bcd14f8bc13e16ca2f62348c"},
+    {file = "rasterio-1.3.9-cp38-cp38-macosx_10_15_x86_64.whl", hash = "sha256:55bb1a2701dd67c1952b261a2ffbabd947a435d4457f13c25092a32ab7a4b36e"},
+    {file = "rasterio-1.3.9-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:726d8e8884359c34f672312171310052d5483af550ef00fb4f2562cc022a6f5a"},
+    {file = "rasterio-1.3.9-cp38-cp38-manylinux2014_x86_64.whl", hash = "sha256:f65879415df188fdc9388ccf2ee01e0659abae370d12518a17b60151e7d04efe"},
+    {file = "rasterio-1.3.9-cp38-cp38-win_amd64.whl", hash = "sha256:89771b70ee722c4cc808e2a6139b367bef1a736ecd497b311b3515d78a5d16bc"},
+    {file = "rasterio-1.3.9-cp39-cp39-macosx_10_15_x86_64.whl", hash = "sha256:14df8413c030b04e54d478d6ecec4e5958b46585c3cb970bf0dc19b4831146c8"},
+    {file = "rasterio-1.3.9-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:911e54e0bb97c456a045f6d8e24b00aeb055a235d2aa7c2c1f9128f4c6c7a52d"},
+    {file = "rasterio-1.3.9-cp39-cp39-manylinux2014_x86_64.whl", hash = "sha256:01e428ee5ba8444f5cb4fff56225acb1ab9bc8b77209b6e4198e04565d8a8509"},
+    {file = "rasterio-1.3.9-cp39-cp39-win_amd64.whl", hash = "sha256:26d9aea05b035927647bb32cc04fad0a68346a2f5186224dc1c2555c33515183"},
+    {file = "rasterio-1.3.9.tar.gz", hash = "sha256:fc6d0d290492fa1a5068711cfebb21cc936968891b7ed9da0690c8a7388885c5"},
+]
+
+[package.dependencies]
+affine = "*"
+attrs = "*"
+certifi = "*"
+click = ">=4.0"
+click-plugins = "*"
+cligj = ">=0.5"
+numpy = "*"
+setuptools = "*"
+snuggs = ">=1.4.1"
+
+[package.extras]
+all = ["boto3 (>=1.2.4)", "ghp-import", "hypothesis", "ipython (>=2.0)", "matplotlib", "numpydoc", "packaging", "pytest (>=2.8.2)", "pytest-cov (>=2.2.0)", "shapely", "sphinx", "sphinx-rtd-theme"]
+docs = ["ghp-import", "numpydoc", "sphinx", "sphinx-rtd-theme"]
+ipython = ["ipython (>=2.0)"]
+plot = ["matplotlib"]
+s3 = ["boto3 (>=1.2.4)"]
+test = ["boto3 (>=1.2.4)", "hypothesis", "packaging", "pytest (>=2.8.2)", "pytest-cov (>=2.2.0)", "shapely"]
+
+[[package]]
+name = "requests"
+version = "2.31.0"
+description = "Python HTTP for Humans."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "requests-2.31.0-py3-none-any.whl", hash = "sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f"},
+    {file = "requests-2.31.0.tar.gz", hash = "sha256:942c5a758f98d790eaed1a29cb6eefc7ffb0d1cf7af05c3d2791656dbd6ad1e1"},
+]
+
+[package.dependencies]
+certifi = ">=2017.4.17"
+charset-normalizer = ">=2,<4"
+idna = ">=2.5,<4"
+urllib3 = ">=1.21.1,<3"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
+[[package]]
+name = "rioxarray"
+version = "0.15.0"
+description = "geospatial xarray extension powered by rasterio"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "rioxarray-0.15.0-py3-none-any.whl", hash = "sha256:d7c0b2efc21075f77fe04302b916a995320004695f3c31e4f06d9ab40acd4498"},
+    {file = "rioxarray-0.15.0.tar.gz", hash = "sha256:d2a8429a5b6405913c7b6f515ef2992b05139c96eb39a2dc1c9f475ce0848c9c"},
+]
+
+[package.dependencies]
+numpy = ">=1.21"
+packaging = "*"
+pyproj = ">=2.2"
+rasterio = ">=1.2"
+xarray = ">=0.17"
+
+[package.extras]
+all = ["dask", "mypy", "nbsphinx", "netcdf4", "pre-commit", "pylint", "pytest (>=3.6)", "pytest-cov", "pytest-timeout", "scipy", "sphinx-click", "sphinx-rtd-theme"]
+dev = ["dask", "mypy", "nbsphinx", "netcdf4", "pre-commit", "pylint", "pytest (>=3.6)", "pytest-cov", "pytest-timeout", "scipy", "sphinx-click", "sphinx-rtd-theme"]
+doc = ["nbsphinx", "sphinx-click", "sphinx-rtd-theme"]
+interp = ["scipy"]
+test = ["dask", "netcdf4", "pytest (>=3.6)", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "setuptools"
+version = "68.2.2"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "setuptools-68.2.2-py3-none-any.whl", hash = "sha256:b454a35605876da60632df1a60f736524eb73cc47bbc9f3f1ef1b644de74fd2a"},
+    {file = "setuptools-68.2.2.tar.gz", hash = "sha256:4ac1475276d2f1c48684874089fefcd83bd7162ddaafb81fac866ba0db282a87"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.1)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+
+[[package]]
+name = "six"
+version = "1.16.0"
+description = "Python 2 and 3 compatibility utilities"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
+    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
+]
+
+[[package]]
+name = "snuggs"
+version = "1.4.7"
+description = "Snuggs are s-expressions for Numpy"
+optional = false
+python-versions = "*"
+files = [
+    {file = "snuggs-1.4.7-py3-none-any.whl", hash = "sha256:988dde5d4db88e9d71c99457404773dabcc7a1c45971bfbe81900999942d9f07"},
+    {file = "snuggs-1.4.7.tar.gz", hash = "sha256:501cf113fe3892e14e2fee76da5cd0606b7e149c411c271898e6259ebde2617b"},
+]
+
+[package.dependencies]
+numpy = "*"
+pyparsing = ">=2.1.6"
+
+[package.extras]
+test = ["hypothesis", "pytest"]
+
+[[package]]
+name = "soilgrids"
+version = "0.1.4"
+description = "Fetch global gridded soil information from the SoilGrids system https://www.isric.org/explore/soilgrids"
+optional = false
+python-versions = "*"
+files = [
+    {file = "soilgrids-0.1.4-py3-none-any.whl", hash = "sha256:b9e72eea1d4a1604e3d1c35b3d475ba912cfa2cc39ec40c7000a1056a7a5134e"},
+]
+
+[package.dependencies]
+bmipy = "*"
+click = "*"
+netcdf4 = "*"
+numpy = "*"
+owslib = "*"
+pyyaml = "*"
+requests = "*"
+rioxarray = "*"
+xarray = "*"
+
 [[package]]
 name = "tomli"
 version = "2.0.1"
@@ -234,7 +1212,58 @@ files = [
     {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
 ]
 
+[[package]]
+name = "tzdata"
+version = "2023.3"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
+    {file = "tzdata-2023.3-py2.py3-none-any.whl", hash = "sha256:7e65763eef3120314099b6939b5546db7adce1e7d6f2e179e3df563c70511eda"},
+    {file = "tzdata-2023.3.tar.gz", hash = "sha256:11ef1e08e54acb0d4f95bdb1be05da659673de4acbd21bf9c69e94cc5e907a3a"},
+]
+
+[[package]]
+name = "urllib3"
+version = "2.0.7"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "urllib3-2.0.7-py3-none-any.whl", hash = "sha256:fdb6d215c776278489906c2f8916e6e7d4f5a9b602ccbcfdf7f016fc8da0596e"},
+    {file = "urllib3-2.0.7.tar.gz", hash = "sha256:c97dfde1f7bd43a71c8d2a58e369e9b2bf692d1334ea9f9cae55add7d0dd0f84"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.1.0)", "urllib3-secure-extra"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "xarray"
+version = "2023.10.1"
+description = "N-D labeled arrays and datasets in Python"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "xarray-2023.10.1-py3-none-any.whl", hash = "sha256:71ea549e9be6dfeab19c2736acf659967b861aad2397691a80e5fad0c61db2ad"},
+    {file = "xarray-2023.10.1.tar.gz", hash = "sha256:9eeee170c3fc2f3321eb6ba40c17ffe4d8c98d49d55e4a3fba66a75bdc7dd9e5"},
+]
+
+[package.dependencies]
+numpy = ">=1.22"
+packaging = ">=21.3"
+pandas = ">=1.4"
+
+[package.extras]
+accel = ["bottleneck", "flox", "numbagg", "scipy"]
+complete = ["xarray[accel,io,parallel,viz]"]
+io = ["cftime", "fsspec", "h5netcdf", "netCDF4", "pooch", "pydap", "scipy", "zarr"]
+parallel = ["dask[complete]"]
+viz = ["matplotlib", "nc-time-axis", "seaborn"]
+
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "0e839c38f3d51f26eb123796615fdb404c42cb47f8bd8e1c1e6576e7fdaedd54"
+content-hash = "31dd6d18069843b830e7f3b7dbbdab0d1ba1e0db1160d90380af6534cd1ac639"
diff --git a/pyproject.toml b/pyproject.toml
index ade9930..abfbc89 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,6 +7,7 @@ readme = "README.md"
 
 [tool.poetry.dependencies]
 python = "^3.9"
+soilgrids = "^0.1.4"
 
 [tool.poetry.group.dev.dependencies]
 pylint = "^3.0.1"

From 43229c04ff0144240e7d75ade298fc7f763118bb Mon Sep 17 00:00:00 2001
From: Mingyuan Chen <chenm94@outlook.com>
Date: Wed, 25 Oct 2023 21:21:40 +0100
Subject: [PATCH 2/5] Create data downloader Fixes #2 Create on-demand
 downloader and bulk downloader with test files

---
 .gitignore                      |   5 +-
 poetry.lock                     | 709 +++++++++++++++++++++++++++++++-
 pyproject.toml                  |   2 +
 pysoils/SoilGrids_downloader.py | 257 ++++++++++++
 tests/test.ipynb                | 493 ++++++++++++++++++++++
 5 files changed, 1464 insertions(+), 2 deletions(-)
 create mode 100644 pysoils/SoilGrids_downloader.py
 create mode 100644 tests/test.ipynb

diff --git a/.gitignore b/.gitignore
index 2955353..6f091c2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,5 @@
 .vscode/
-Data/
\ No newline at end of file
+Data/
+bulk_SoilGrids_downloader.py
+tests/*.tif
+tests/*.nc
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index 81a825c..dc6a7fc 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -15,6 +15,17 @@ files = [
 dev = ["coveralls", "flake8", "pydocstyle"]
 test = ["pytest (>=4.6)", "pytest-cov"]
 
+[[package]]
+name = "appnope"
+version = "0.1.3"
+description = "Disable App Nap on macOS >= 10.9"
+optional = false
+python-versions = "*"
+files = [
+    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
+    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
+]
+
 [[package]]
 name = "astroid"
 version = "3.0.1"
@@ -29,6 +40,23 @@ files = [
 [package.dependencies]
 typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 
+[[package]]
+name = "asttokens"
+version = "2.4.0"
+description = "Annotate AST trees with source code positions"
+optional = false
+python-versions = "*"
+files = [
+    {file = "asttokens-2.4.0-py2.py3-none-any.whl", hash = "sha256:cf8fc9e61a86461aa9fb161a14a0841a03c405fa829ac6b202670b3495d2ce69"},
+    {file = "asttokens-2.4.0.tar.gz", hash = "sha256:2e0171b991b2c959acc6c49318049236844a5da1d65ba2672c4880c1c894834e"},
+]
+
+[package.dependencies]
+six = ">=1.12.0"
+
+[package.extras]
+test = ["astroid", "pytest"]
+
 [[package]]
 name = "attrs"
 version = "23.1.0"
@@ -47,6 +75,17 @@ docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-
 tests = ["attrs[tests-no-zope]", "zope-interface"]
 tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 
+[[package]]
+name = "backcall"
+version = "0.2.0"
+description = "Specifications for callback functions passed in to an API"
+optional = false
+python-versions = "*"
+files = [
+    {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
+    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
+]
+
 [[package]]
 name = "black"
 version = "23.10.0"
@@ -116,6 +155,70 @@ files = [
     {file = "certifi-2023.7.22.tar.gz", hash = "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082"},
 ]
 
+[[package]]
+name = "cffi"
+version = "1.16.0"
+description = "Foreign Function Interface for Python calling C code."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "cffi-1.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6b3d6606d369fc1da4fd8c357d026317fbb9c9b75d36dc16e90e84c26854b088"},
+    {file = "cffi-1.16.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ac0f5edd2360eea2f1daa9e26a41db02dd4b0451b48f7c318e217ee092a213e9"},
+    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7e61e3e4fa664a8588aa25c883eab612a188c725755afff6289454d6362b9673"},
+    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a72e8961a86d19bdb45851d8f1f08b041ea37d2bd8d4fd19903bc3083d80c896"},
+    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5b50bf3f55561dac5438f8e70bfcdfd74543fd60df5fa5f62d94e5867deca684"},
+    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7651c50c8c5ef7bdb41108b7b8c5a83013bfaa8a935590c5d74627c047a583c7"},
+    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e4108df7fe9b707191e55f33efbcb2d81928e10cea45527879a4749cbe472614"},
+    {file = "cffi-1.16.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:32c68ef735dbe5857c810328cb2481e24722a59a2003018885514d4c09af9743"},
+    {file = "cffi-1.16.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:673739cb539f8cdaa07d92d02efa93c9ccf87e345b9a0b556e3ecc666718468d"},
+    {file = "cffi-1.16.0-cp310-cp310-win32.whl", hash = "sha256:9f90389693731ff1f659e55c7d1640e2ec43ff725cc61b04b2f9c6d8d017df6a"},
+    {file = "cffi-1.16.0-cp310-cp310-win_amd64.whl", hash = "sha256:e6024675e67af929088fda399b2094574609396b1decb609c55fa58b028a32a1"},
+    {file = "cffi-1.16.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b84834d0cf97e7d27dd5b7f3aca7b6e9263c56308ab9dc8aae9784abb774d404"},
+    {file = "cffi-1.16.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:1b8ebc27c014c59692bb2664c7d13ce7a6e9a629be20e54e7271fa696ff2b417"},
+    {file = "cffi-1.16.0-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ee07e47c12890ef248766a6e55bd38ebfb2bb8edd4142d56db91b21ea68b7627"},
+    {file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d8a9d3ebe49f084ad71f9269834ceccbf398253c9fac910c4fd7053ff1386936"},
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 graph = ["objgraph (>=1.7.2)"]
 
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 name = "isort"
 version = "5.12.0"
@@ -381,6 +661,25 @@ pipfile-deprecated-finder = ["pip-shims (>=0.5.2)", "pipreqs", "requirementslib"
 plugins = ["setuptools"]
 requirements-deprecated-finder = ["pip-api", "pipreqs"]
 
+[[package]]
+name = "jedi"
+version = "0.19.1"
+description = "An autocompletion tool for Python that can be used for text editors."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"},
+    {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
+]
+
+[package.dependencies]
+parso = ">=0.8.3,<0.9.0"
+
+[package.extras]
+docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
+qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
+testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
+
 [[package]]
 name = "jinja2"
 version = "3.1.2"
@@ -398,6 +697,49 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
+name = "jupyter-client"
+version = "8.5.0"
+description = "Jupyter protocol implementation and client libraries"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jupyter_client-8.5.0-py3-none-any.whl", hash = "sha256:c3877aac7257ec68d79b5c622ce986bd2a992ca42f6ddc9b4dd1da50e89f7028"},
+    {file = "jupyter_client-8.5.0.tar.gz", hash = "sha256:e8754066510ce456358df363f97eae64b50860f30dc1fe8c6771440db3be9a63"},
+]
+
+[package.dependencies]
+importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+python-dateutil = ">=2.8.2"
+pyzmq = ">=23.0"
+tornado = ">=6.2"
+traitlets = ">=5.3"
+
+[package.extras]
+docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
+
+[[package]]
+name = "jupyter-core"
+version = "5.4.0"
+description = "Jupyter core package. A base package on which Jupyter projects rely."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jupyter_core-5.4.0-py3-none-any.whl", hash = "sha256:66e252f675ac04dcf2feb6ed4afb3cd7f68cf92f483607522dc251f32d471571"},
+    {file = "jupyter_core-5.4.0.tar.gz", hash = "sha256:e4b98344bb94ee2e3e6c4519a97d001656009f9cb2b7f2baf15b3c205770011d"},
+]
+
+[package.dependencies]
+platformdirs = ">=2.5"
+pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
+traitlets = ">=5.3"
+
+[package.extras]
+docs = ["myst-parser", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
+test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
+
 [[package]]
 name = "lxml"
 version = "4.9.3"
@@ -574,6 +916,20 @@ files = [
     {file = "MarkupSafe-2.1.3.tar.gz", hash = "sha256:af598ed32d6ae86f1b747b82783958b1a4ab8f617b06fe68795c7f026abbdcad"},
 ]
 
+[[package]]
+name = "matplotlib-inline"
+version = "0.1.6"
+description = "Inline Matplotlib backend for Jupyter"
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "matplotlib-inline-0.1.6.tar.gz", hash = "sha256:f887e5f10ba98e8d2b150ddcf4702c1e5f8b3a20005eb0f74bfdbd360ee6f304"},
+    {file = "matplotlib_inline-0.1.6-py3-none-any.whl", hash = "sha256:f1f41aab5328aa5aaea9b16d083b128102f8712542f819fe7e6a420ff581b311"},
+]
+
+[package.dependencies]
+traitlets = "*"
+
 [[package]]
 name = "mccabe"
 version = "0.7.0"
@@ -596,6 +952,17 @@ files = [
     {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
 ]
 
+[[package]]
+name = "nest-asyncio"
+version = "1.5.8"
+description = "Patch asyncio to allow nested event loops"
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "nest_asyncio-1.5.8-py3-none-any.whl", hash = "sha256:accda7a339a70599cb08f9dd09a67e0c2ef8d8d6f4c07f96ab203f2ae254e48d"},
+    {file = "nest_asyncio-1.5.8.tar.gz", hash = "sha256:25aa2ca0d2a5b5531956b9e273b45cf664cae2b145101d73b86b199978d48fdb"},
+]
+
 [[package]]
 name = "netcdf4"
 version = "1.6.4"
@@ -825,6 +1192,21 @@ sql-other = ["SQLAlchemy (>=1.4.36)"]
 test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-asyncio (>=0.17.0)", "pytest-xdist (>=2.2.0)"]
 xml = ["lxml (>=4.8.0)"]
 
+[[package]]
+name = "parso"
+version = "0.8.3"
+description = "A Python Parser"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "parso-0.8.3-py2.py3-none-any.whl", hash = "sha256:c001d4636cd3aecdaf33cbb40aebb59b094be2a74c556778ef5576c175e19e75"},
+    {file = "parso-0.8.3.tar.gz", hash = "sha256:8c07be290bb59f03588915921e29e8a50002acaf2cdc5fa0e0114f91709fafa0"},
+]
+
+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["docopt", "pytest (<6.0.0)"]
+
 [[package]]
 name = "pathspec"
 version = "0.11.2"
@@ -836,6 +1218,31 @@ files = [
     {file = "pathspec-0.11.2.tar.gz", hash = "sha256:e0d8d0ac2f12da61956eb2306b69f9469b42f4deb0f3cb6ed47b9cce9996ced3"},
 ]
 
+[[package]]
+name = "pexpect"
+version = "4.8.0"
+description = "Pexpect allows easy control of interactive console applications."
+optional = false
+python-versions = "*"
+files = [
+    {file = "pexpect-4.8.0-py2.py3-none-any.whl", hash = "sha256:0b48a55dcb3c05f3329815901ea4fc1537514d6ba867a152b581d69ae3710937"},
+    {file = "pexpect-4.8.0.tar.gz", hash = "sha256:fc65a43959d153d0114afe13997d439c22823a27cefceb5ff35c2178c6784c0c"},
+]
+
+[package.dependencies]
+ptyprocess = ">=0.5"
+
+[[package]]
+name = "pickleshare"
+version = "0.7.5"
+description = "Tiny 'shelve'-like database with concurrency support"
+optional = false
+python-versions = "*"
+files = [
+    {file = "pickleshare-0.7.5-py2.py3-none-any.whl", hash = "sha256:9649af414d74d4df115d5d718f82acb59c9d418196b7b4290ed47a12ce62df56"},
+    {file = "pickleshare-0.7.5.tar.gz", hash = "sha256:87683d47965c1da65cdacaf31c8441d12b8044cdec9aca500cd78fc2c683afca"},
+]
+
 [[package]]
 name = "platformdirs"
 version = "3.11.0"
@@ -851,6 +1258,98 @@ files = [
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 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"]
 
+[[package]]
+name = "prompt-toolkit"
+version = "3.0.39"
+description = "Library for building powerful interactive command lines in Python"
+optional = false
+python-versions = ">=3.7.0"
+files = [
+    {file = "prompt_toolkit-3.0.39-py3-none-any.whl", hash = "sha256:9dffbe1d8acf91e3de75f3b544e4842382fc06c6babe903ac9acb74dc6e08d88"},
+    {file = "prompt_toolkit-3.0.39.tar.gz", hash = "sha256:04505ade687dc26dc4284b1ad19a83be2f2afe83e7a828ace0c72f3a1df72aac"},
+]
+
+[package.dependencies]
+wcwidth = "*"
+
+[[package]]
+name = "psutil"
+version = "5.9.6"
+description = "Cross-platform lib for process and system monitoring in Python."
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+files = [
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+[package.extras]
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+
+[[package]]
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+description = "Run a subprocess in a pseudo terminal"
+optional = false
+python-versions = "*"
+files = [
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+optional = false
+python-versions = "*"
+files = [
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+[package.extras]
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+
+[[package]]
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+version = "2.21"
+description = "C parser in Python"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+]
+
+[[package]]
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+version = "2.16.1"
+description = "Pygments is a syntax highlighting package written in Python."
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.extras]
+plugins = ["importlib-metadata"]
+
 [[package]]
 name = "pylint"
 version = "3.0.1"
@@ -959,6 +1458,29 @@ files = [
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 ]
 
+[[package]]
+name = "pywin32"
+version = "306"
+description = "Python for Window Extensions"
+optional = false
+python-versions = "*"
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+]
+
 [[package]]
 name = "pyyaml"
 version = "6.0.1"
@@ -1018,6 +1540,111 @@ files = [
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 ]
 
+[[package]]
+name = "pyzmq"
+version = "25.1.1"
+description = "Python bindings for 0MQ"
+optional = false
+python-versions = ">=3.6"
+files = [
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 xarray = "*"
 
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 version = "2.0.1"
@@ -1201,6 +1847,41 @@ files = [
     {file = "tomlkit-0.12.1.tar.gz", hash = "sha256:38e1ff8edb991273ec9f6181244a6a391ac30e9f5098e7535640ea6be97a7c86"},
 ]
 
+[[package]]
+name = "tornado"
+version = "6.3.3"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+optional = false
+python-versions = ">= 3.8"
+files = [
+    {file = "tornado-6.3.3-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:502fba735c84450974fec147340016ad928d29f1e91f49be168c0a4c18181e1d"},
+    {file = "tornado-6.3.3-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:805d507b1f588320c26f7f097108eb4023bbaa984d63176d1652e184ba24270a"},
+    {file = "tornado-6.3.3-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1bd19ca6c16882e4d37368e0152f99c099bad93e0950ce55e71daed74045908f"},
+    {file = "tornado-6.3.3-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7ac51f42808cca9b3613f51ffe2a965c8525cb1b00b7b2d56828b8045354f76a"},
+    {file = "tornado-6.3.3-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:71a8db65160a3c55d61839b7302a9a400074c9c753040455494e2af74e2501f2"},
+    {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:ceb917a50cd35882b57600709dd5421a418c29ddc852da8bcdab1f0db33406b0"},
+    {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_i686.whl", hash = "sha256:7d01abc57ea0dbb51ddfed477dfe22719d376119844e33c661d873bf9c0e4a16"},
+    {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:9dc4444c0defcd3929d5c1eb5706cbe1b116e762ff3e0deca8b715d14bf6ec17"},
+    {file = "tornado-6.3.3-cp38-abi3-win32.whl", hash = "sha256:65ceca9500383fbdf33a98c0087cb975b2ef3bfb874cb35b8de8740cf7f41bd3"},
+    {file = "tornado-6.3.3-cp38-abi3-win_amd64.whl", hash = "sha256:22d3c2fa10b5793da13c807e6fc38ff49a4f6e1e3868b0a6f4164768bb8e20f5"},
+    {file = "tornado-6.3.3.tar.gz", hash = "sha256:e7d8db41c0181c80d76c982aacc442c0783a2c54d6400fe028954201a2e032fe"},
+]
+
+[[package]]
+name = "traitlets"
+version = "5.12.0"
+description = "Traitlets Python configuration system"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "traitlets-5.12.0-py3-none-any.whl", hash = "sha256:81539f07f7aebcde2e4b5ab76727f53eabf18ad155c6ed7979a681411602fa47"},
+    {file = "traitlets-5.12.0.tar.gz", hash = "sha256:833273bf645d8ce31dcb613c56999e2e055b1ffe6d09168a164bcd91c36d5d35"},
+]
+
+[package.extras]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.6.0)", "pre-commit", "pytest (>=7.0,<7.5)", "pytest-mock", "pytest-mypy-testing"]
+
 [[package]]
 name = "typing-extensions"
 version = "4.8.0"
@@ -1240,6 +1921,17 @@ secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "wcwidth"
+version = "0.2.8"
+description = "Measures the displayed width of unicode strings in a terminal"
+optional = false
+python-versions = "*"
+files = [
+    {file = "wcwidth-0.2.8-py2.py3-none-any.whl", hash = "sha256:77f719e01648ed600dfa5402c347481c0992263b81a027344f3e1ba25493a704"},
+    {file = "wcwidth-0.2.8.tar.gz", hash = "sha256:8705c569999ffbb4f6a87c6d1b80f324bd6db952f5eb0b95bc07517f4c1813d4"},
+]
+
 [[package]]
 name = "xarray"
 version = "2023.10.1"
@@ -1263,7 +1955,22 @@ io = ["cftime", "fsspec", "h5netcdf", "netCDF4", "pooch", "pydap", "scipy", "zar
 parallel = ["dask[complete]"]
 viz = ["matplotlib", "nc-time-axis", "seaborn"]
 
+[[package]]
+name = "zipp"
+version = "3.17.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
+    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "31dd6d18069843b830e7f3b7dbbdab0d1ba1e0db1160d90380af6534cd1ac639"
+content-hash = "125a1efffca462936b6392ce9849f81456067127be146495352f1f9444aa0b13"
diff --git a/pyproject.toml b/pyproject.toml
index abfbc89..b377703 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,10 +8,12 @@ readme = "README.md"
 [tool.poetry.dependencies]
 python = "^3.9"
 soilgrids = "^0.1.4"
+pyproj = "^3.6.1"
 
 [tool.poetry.group.dev.dependencies]
 pylint = "^3.0.1"
 black = "^23.10.0"
+ipykernel = "^6.26.0"
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/pysoils/SoilGrids_downloader.py b/pysoils/SoilGrids_downloader.py
new file mode 100644
index 0000000..7629224
--- /dev/null
+++ b/pysoils/SoilGrids_downloader.py
@@ -0,0 +1,257 @@
+'''
+SoilGrids data downloader.
+==========================
+
+Authors: Mattia Mancini, Mingyuan Chen
+Created: 24-October-2023
+--------------------------
+
+Script that downlaods and stores soil data retrieved from the SoilGrids dataset.
+
+The SoilGrids dataset can be found at https://www.isric.org/explore/soilgrids;
+it was downloaded using the soilgrids 0.1.3 library (https://pypi.org/project/soilgrids/)
+Docs at https://www.isric.org/explore/soilgrids/faq-soilgrids and
+https://maps.isric.org/
+
+Soil data from SoilGrids requires
+to be processed as follows:
+    - 1. Compute depth weighted averages of all values: the raw data is
+            reported by depth, but we want averages for 0-60cm.
+    - 2. Rescale values based on the conversion factors reported at
+            https://www.isric.org/explore/soilgrids/faq-soilgrids
+
+'''
+
+# import libraries
+import time
+from soilgrids import SoilGrids
+import xarray as xr
+from pyproj import Transformer
+import numpy as np
+#import os
+# import multiprocessing as mp
+
+
+# create SoilApp class
+class SoilApp:
+
+    '''Create a SoilApp object.'''
+
+    def __init__(self):
+        '''Initialize SoilApp object.'''
+
+        # prepare for parallel processing
+        # cpu_number = mp.cpu_count()
+
+    def on_demand_download(self, geo_type: str, geo_code0: float, geo_code1: float):
+        '''On-demand download SoilGrids data for a given geo-code.'''
+
+        if geo_type == 'CRS':
+            west, east, south, north = geo_code0 - 0.5e6, geo_code0 + \
+                0.5e6, geo_code1 - 0.8e6, geo_code1 + 0.8e6
+            transformer = Transformer.from_crs(27700, 4326, always_xy=True)
+            bl = transformer.transform(west, south)
+            br = transformer.transform(east, south)
+            tl = transformer.transform(west, north)
+            tr = transformer.transform(east, north)
+        elif geo_type == 'lat-lon':
+            transformer = Transformer.from_crs(4326, 27700, always_xy=True)
+            x1, y1 = transformer.transform(geo_code0, geo_code1)
+            west, east, south, north = x1 - 0.5e6, x1 + 0.5e6, y1 - 0.8e6, y1 + 0.8e6
+            transformer = Transformer.from_crs(27700, 4326, always_xy=True)
+            bl = transformer.transform(west, south)
+            br = transformer.transform(east, south)
+            tl = transformer.transform(west, north)
+            tr = transformer.transform(east, north)
+        else:
+            print('Invalid geo_type. Please enter a valid geo_type("CRS" or "lat-lon").')
+            return
+
+        # get soil data
+        soil_grids = SoilGrids()
+
+        # Conversion functions
+        def NoConversion(x): return x
+        def mult_hundred(x): return x*100.
+        def mult_ten(x): return x*10.
+        def div_ten(x): return x/10.
+        def div_hundred(x): return x/100.
+
+        # Conversion by soil parameter (see https://www.isric.org/explore/soilgrids/faq-soilgrids)
+        obs_conversions = {
+            "bdod": mult_hundred,
+            "cec": div_ten,
+            "cfvo": div_ten,
+            "clay": div_ten,
+            "nitrogen": div_hundred,
+            "phh2o": div_ten,
+            "sand": div_ten,
+            "silt": div_ten,
+            "soc": div_ten,
+            "ocd": div_ten,
+            "ocs": mult_ten
+        }
+
+        soilvars = ['bdod', 'cec', 'cfvo', 'clay', 'nitrogen',
+                    'phh2o', 'sand', 'silt', 'soc', 'ocd', 'ocs']
+        soil_depths = ['0-5', '5-15', '15-30', '30-60', '60-100', '100-200']
+
+        counter = 1
+        soil_data = xr.Dataset()
+
+        for var in soilvars:
+            print(
+                f'Processing variable {counter} of {len(soilvars)}: \'{var}\'')
+            soil_chunk = xr.Dataset()
+            if var == 'ocs':
+                while True:  # required because the server sometimes returns a 500 error
+                    depth = '0-30'
+                    try:
+                        soil_data[var] = soil_grids.get_coverage_data(service_id=var, coverage_id=f'{var}_{depth}cm_mean',
+                                                                      west=bl[0], south=bl[1], east=br[0], north=tr[1],
+                                                                      width=4000, height=6400,
+                                                                      crs='urn:ogc:def:crs:EPSG::4326', output='tmp.tif')
+                        # conversion to conventional units
+                        func = obs_conversions[var]
+                        soil_data[var] = func(soil_data[var])
+                    except:
+                        print("get_coverage_data failed. Retrying in 60 seconds...")
+                        time.sleep(60)
+                        continue
+                    break
+            else:
+                for depth in soil_depths:
+                    while True:
+                        try:
+                            soil_chunk[depth] = soil_grids.get_coverage_data(service_id=var, coverage_id=f'{var}_{depth}cm_mean',
+                                                                             west=bl[0], south=bl[1], east=br[0], north=tr[1],
+                                                                             width=4000, height=6400,
+                                                                             crs='urn:ogc:def:crs:EPSG::4326', output=('tmp.tif'))
+                            # conversion to conventional units
+                            func = obs_conversions[var]
+                            soil_chunk[depth] = func(soil_chunk[depth])
+                        except:
+                            print(
+                                "get_coverage_data failed. Retrying in 60 seconds...")
+                            time.sleep(60)
+                            continue
+                        break
+
+                # Weighted average of soil variables for depths up to 60cm
+                weight_factor = {
+                    '0-5': 1,
+                    '5-15': 2,
+                    '15-30': 3,
+                    '30-60': 6
+                }
+
+                # (i.e. xr.DataArray()) because dimensions cannot change for in-place operations
+                soil_data[var] = soil_chunk[depth] * 0
+
+                for key in weight_factor.keys():
+                    df = soil_chunk[key] * weight_factor[key]
+                    soil_data[var] += df
+
+                soil_data[var] = soil_data[var] / 12
+                soil_data[var] = soil_data[var].where(
+                    soil_data[var] != 0, np.nan)
+                counter += 1
+                time.sleep(60)
+
+        return soil_data
+
+    def bulk_download(self, xmin: float, xmax: float, ymin: float, ymax: float):
+        '''bulk download SoilGrids data for a given boundary.'''
+
+        # get soil data
+        soil_grids = SoilGrids()
+
+        # Conversion functions
+        def NoConversion(x): return x
+        def mult_hundred(x): return x*100.
+        def mult_ten(x): return x*10.
+        def div_ten(x): return x/10.
+        def div_hundred(x): return x/100.
+
+        # Conversion by soil parameter (see https://www.isric.org/explore/soilgrids/faq-soilgrids)
+        obs_conversions = {
+            "bdod": mult_hundred,
+            "cec": div_ten,
+            "cfvo": div_ten,
+            "clay": div_ten,
+            "nitrogen": div_hundred,
+            "phh2o": div_ten,
+            "sand": div_ten,
+            "silt": div_ten,
+            "soc": div_ten,
+            "ocd": div_ten,
+            "ocs": mult_ten}
+
+        soilvars = ['bdod', 'cec', 'cfvo', 'clay', 'nitrogen',
+                    'phh2o', 'sand', 'silt', 'soc', 'ocd', 'ocs']
+        soil_depths = ['0-5', '5-15', '15-30', '30-60', '60-100', '100-200']
+
+        counter = 1
+        soil_data = xr.Dataset()
+        for var in soilvars:
+            print(
+                f'Processing variable {counter} of {len(soilvars)}: \'{var}\'')
+            soil_chunk = xr.Dataset()
+            if var == 'ocs':
+                while True:  # required because the server sometimes returns a 500 error
+                    depth = '0-30'
+                    try:
+                        soil_data[var] = soil_grids.get_coverage_data(service_id=var, coverage_id=f'{var}_{depth}cm_mean',
+                                                                      west=xmin, south=ymin, east=xmax, north=ymax,
+                                                                      width=4000, height=6400,
+                                                                      crs='urn:ogc:def:crs:EPSG::4326', output=('tmp.tif'))
+                        # conversion to conventional units
+                        func = obs_conversions[var]
+                        soil_data[var] = func(soil_data[var])
+                    except:
+                        print("get_coverage_data failed. Retrying in 60 seconds...")
+                        time.sleep(60)
+                        continue
+                    break
+            else:
+                for depth in soil_depths:
+                    import requests.exceptions
+                    while True:
+                        try:
+                            soil_chunk[depth] = soil_grids.get_coverage_data(service_id=var, coverage_id=f'{var}_{depth}cm_mean',
+                                                                             west=xmin, south=ymin, east=xmax, north=ymax,
+                                                                             width=4000, height=6400,
+                                                                             crs='urn:ogc:def:crs:EPSG::4326', output=('tmp.tif'))
+                            # conversion to conventional units
+                            func = obs_conversions[var]
+                            soil_chunk[depth] = func(soil_chunk[depth])
+                        except:
+                            print(
+                                "get_coverage_data failed. Retrying in 60 seconds...")
+                            time.sleep(60)
+                            continue
+                        break
+
+                # Weighted average of soil variables for depths up to 60cm
+                weight_factor = {
+                    '0-5': 1,
+                    '5-15': 2,
+                    '15-30': 3,
+                    '30-60': 6
+                }
+                # empty array to store the weighted average. Can't be an empty object
+                # (i.e. xr.DataArray()) because dimensions cannot change for in-place operations
+                soil_data[var] = soil_chunk[depth] * 0
+
+                for key in weight_factor.keys():
+                    df = soil_chunk[key] * weight_factor[key]
+                    soil_data[var] += df
+
+                soil_data[var] = soil_data[var] / 12
+                soil_data[var] = soil_data[var].where(
+                    soil_data[var] != 0, np.nan)
+                counter += 1
+                time.sleep(60)
+
+        soil_data.to_netcdf('GB_soil_data.nc')
+        return soil_data
diff --git a/tests/test.ipynb b/tests/test.ipynb
new file mode 100644
index 0000000..9142b52
--- /dev/null
+++ b/tests/test.ipynb
@@ -0,0 +1,493 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Import libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import logging\n",
+    "import os\n",
+    "import time\n",
+    "from soilgrids import SoilGrids\n",
+    "import xarray as xr\n",
+    "from pyproj import Transformer\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Functions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## On demand download"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def on_demand_download(geo_type: str, geo_code0: float, geo_code1: float):\n",
+    "    '''On-demand download SoilGrids data for a given geo-code.'''\n",
+    "\n",
+    "    if geo_type == 'CRS':\n",
+    "        west, east, south, north = geo_code0 - 0.5e6, geo_code0 + \\\n",
+    "            0.5e6, geo_code1 - 0.8e6, geo_code1 + 0.8e6\n",
+    "        transformer = Transformer.from_crs(27700, 4326, always_xy=True)\n",
+    "        bl = transformer.transform(west, south)\n",
+    "        br = transformer.transform(east, south)\n",
+    "        tl = transformer.transform(west, north)\n",
+    "        tr = transformer.transform(east, north)\n",
+    "    elif geo_type == 'lat-lon':\n",
+    "        transformer = Transformer.from_crs(4326, 27700, always_xy=True)\n",
+    "        x1, y1 = transformer.transform(geo_code0, geo_code1)\n",
+    "        west, east, south, north = x1 - 0.5e6, x1 + 0.5e6, y1 - 0.8e6, y1 + 0.8e6\n",
+    "        transformer = Transformer.from_crs(27700, 4326, always_xy=True)\n",
+    "        bl = transformer.transform(west, south)\n",
+    "        br = transformer.transform(east, south)\n",
+    "        tl = transformer.transform(west, north)\n",
+    "        tr = transformer.transform(east, north)\n",
+    "    else:\n",
+    "        print('Invalid geo_type. Please enter a valid geo_type(\"CRS\" or \"lat-lon\").')\n",
+    "        return\n",
+    "\n",
+    "    # get soil data\n",
+    "    soil_grids = SoilGrids()\n",
+    "\n",
+    "    # Conversion functions\n",
+    "    def NoConversion(x): return x\n",
+    "    def mult_hundred(x): return x*100.\n",
+    "    def mult_ten(x): return x*10.\n",
+    "    def div_ten(x): return x/10.\n",
+    "    def div_hundred(x): return x/100.\n",
+    "\n",
+    "    # Conversion by soil parameter (see https://www.isric.org/explore/soilgrids/faq-soilgrids)\n",
+    "    obs_conversions = {\n",
+    "        \"bdod\": mult_hundred,\n",
+    "        \"cec\": div_ten,\n",
+    "        \"cfvo\": div_ten,\n",
+    "        \"clay\": div_ten,\n",
+    "        \"nitrogen\": div_hundred,\n",
+    "        \"phh2o\": div_ten,\n",
+    "        \"sand\": div_ten,\n",
+    "        \"silt\": div_ten,\n",
+    "        \"soc\": div_ten,\n",
+    "        \"ocd\": div_ten,\n",
+    "        \"ocs\": mult_ten\n",
+    "    }\n",
+    "\n",
+    "    soilvars = ['bdod', 'cec', 'cfvo', 'clay', 'nitrogen',\n",
+    "                'phh2o', 'sand', 'silt', 'soc', 'ocd', 'ocs']\n",
+    "    soil_depths = ['0-5', '5-15', '15-30', '30-60', '60-100', '100-200']\n",
+    "\n",
+    "    counter = 1\n",
+    "    soil_data = xr.Dataset()\n",
+    "\n",
+    "    for var in soilvars:\n",
+    "        print(\n",
+    "            f'Processing variable {counter} of {len(soilvars)}: \\'{var}\\'')\n",
+    "        soil_chunk = xr.Dataset()\n",
+    "        if var == 'ocs':\n",
+    "            while True:  # required because the server sometimes returns a 500 error\n",
+    "                depth = '0-30'\n",
+    "                try:\n",
+    "                    soil_data[var] = soil_grids.get_coverage_data(service_id=var, coverage_id=f'{var}_{depth}cm_mean',\n",
+    "                                                                  west=bl[0], south=bl[1], east=br[0], north=tr[1],\n",
+    "                                                                  width=4000, height=6400,\n",
+    "                                                                  crs='urn:ogc:def:crs:EPSG::4326', output='tmp.tif')\n",
+    "                    # conversion to conventional units\n",
+    "                    func = obs_conversions[var]\n",
+    "                    soil_data[var] = func(soil_data[var])\n",
+    "                except:\n",
+    "                    print(\"get_coverage_data failed. Retrying in 60 seconds...\")\n",
+    "                    time.sleep(60)\n",
+    "                    continue\n",
+    "                break\n",
+    "        else:\n",
+    "            for depth in soil_depths:\n",
+    "                while True:\n",
+    "                    try:\n",
+    "                        soil_chunk[depth] = soil_grids.get_coverage_data(service_id=var, coverage_id=f'{var}_{depth}cm_mean',\n",
+    "                                                                         west=bl[0], south=bl[1], east=br[0], north=tr[1],\n",
+    "                                                                         width=4000, height=6400,\n",
+    "                                                                         crs='urn:ogc:def:crs:EPSG::4326', output=('tmp.tif'))\n",
+    "                        # conversion to conventional units\n",
+    "                        func = obs_conversions[var]\n",
+    "                        soil_chunk[depth] = func(soil_chunk[depth])\n",
+    "                    except:\n",
+    "                        print(\"get_coverage_data failed. Retrying in 60 seconds...\")\n",
+    "                        time.sleep(60)\n",
+    "                        continue\n",
+    "                    break\n",
+    "\n",
+    "            # Weighted average of soil variables for depths up to 60cm\n",
+    "            weight_factor = {\n",
+    "                '0-5': 1,\n",
+    "                '5-15': 2,\n",
+    "                '15-30': 3,\n",
+    "                '30-60': 6\n",
+    "            }\n",
+    "\n",
+    "            # (i.e. xr.DataArray()) because dimensions cannot change for in-place operations\n",
+    "            soil_data[var] = soil_chunk[depth] * 0\n",
+    "\n",
+    "            for key in weight_factor.keys():\n",
+    "                df = soil_chunk[key] * weight_factor[key]\n",
+    "                soil_data[var] += df\n",
+    "\n",
+    "            soil_data[var] = soil_data[var] / 12\n",
+    "            soil_data[var] = soil_data[var].where(\n",
+    "                soil_data[var] != 0, np.nan)\n",
+    "            counter += 1\n",
+    "            time.sleep(60)\n",
+    "\n",
+    "    return soil_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Bulk download"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def bulk_download(xmin: float, xmax: float, ymin: float, ymax: float):\n",
+    "    '''bulk download SoilGrids data for a given boundary.'''\n",
+    "\n",
+    "    '''\n",
+    "    if geo_type == 'CRS':\n",
+    "        west, east, south, north = geo_code0 - 0.5e6, geo_code0 + 0.5e6, geo_code1 - 0.8e6, geo_code1 + 0.8e6\n",
+    "        transformer = Transformer.from_crs(27700, 4326, always_xy=True)\n",
+    "        bl = transformer.transform(west, south)\n",
+    "        br = transformer.transform(east, south)\n",
+    "        tl = transformer.transform(west, north)\n",
+    "        tr = transformer.transform(east, north)\n",
+    "    elif geo_type == 'lat-lon':\n",
+    "        transformer = Transformer.from_crs(4326, 27700, always_xy=True)\n",
+    "        x1, y1 = transformer.transform(geo_code0, geo_code1)\n",
+    "        west, east, south, north = x1 - 0.5e6, x1 + 0.5e6, y1 - 0.8e6, y1 + 0.8e6\n",
+    "        transformer = Transformer.from_crs(27700, 4326, always_xy=True)\n",
+    "        bl = transformer.transform(west, south)\n",
+    "        br = transformer.transform(east, south)\n",
+    "        tl = transformer.transform(west, north)\n",
+    "        tr = transformer.transform(east, north)\n",
+    "    else:\n",
+    "        raise ValueError('Invalid geo_type. Please enter a valid geo_type(\"CRS\" or \"lat-lon\").')\n",
+    "    '''\n",
+    "    # get soil data\n",
+    "    soil_grids = SoilGrids()\n",
+    "\n",
+    "    # Conversion functions\n",
+    "    def NoConversion(x): return x\n",
+    "    def mult_hundred(x): return x*100.\n",
+    "    def mult_ten(x): return x*10.\n",
+    "    def div_ten(x): return x/10.\n",
+    "    def div_hundred(x): return x/100.\n",
+    "\n",
+    "    # Conversion by soil parameter (see https://www.isric.org/explore/soilgrids/faq-soilgrids)\n",
+    "    obs_conversions = {\n",
+    "        \"bdod\": mult_hundred,\n",
+    "        \"cec\": div_ten,\n",
+    "        \"cfvo\": div_ten,\n",
+    "        \"clay\": div_ten,\n",
+    "        \"nitrogen\": div_hundred,\n",
+    "        \"phh2o\": div_ten,\n",
+    "        \"sand\": div_ten,\n",
+    "        \"silt\": div_ten,\n",
+    "        \"soc\": div_ten,\n",
+    "        \"ocd\": div_ten,\n",
+    "        \"ocs\": mult_ten}\n",
+    "\n",
+    "    soilvars = ['bdod', 'cec', 'cfvo', 'clay', 'nitrogen',\n",
+    "                'phh2o', 'sand', 'silt', 'soc', 'ocd', 'ocs']\n",
+    "    soil_depths = ['0-5', '5-15', '15-30', '30-60', '60-100', '100-200']\n",
+    "\n",
+    "    counter = 1\n",
+    "    soil_data = xr.Dataset()\n",
+    "    for var in soilvars:\n",
+    "        print(\n",
+    "            f'Processing variable {counter} of {len(soilvars)}: \\'{var}\\'')\n",
+    "        soil_chunk = xr.Dataset()\n",
+    "        if var == 'ocs':\n",
+    "            while True:  # required because the server sometimes returns a 500 error\n",
+    "                depth = '0-30'\n",
+    "                try:\n",
+    "                    soil_data[var] = soil_grids.get_coverage_data(service_id=var, coverage_id=f'{var}_{depth}cm_mean',\n",
+    "                                                                  west=xmin, south=ymin, east=xmax, north=ymax,\n",
+    "                                                                  width=4000, height=6400,\n",
+    "                                                                  crs='urn:ogc:def:crs:EPSG::4326', output=('tmp.tif'))\n",
+    "                    # conversion to conventional units\n",
+    "                    func = obs_conversions[var]\n",
+    "                    soil_data[var] = func(soil_data[var])\n",
+    "                except:\n",
+    "                    print(\"get_coverage_data failed. Retrying in 60 seconds...\")\n",
+    "                    time.sleep(60)\n",
+    "                    continue\n",
+    "                break\n",
+    "        else:\n",
+    "            for depth in soil_depths:\n",
+    "                import requests.exceptions\n",
+    "                while True:\n",
+    "                    try:\n",
+    "                        soil_chunk[depth] = soil_grids.get_coverage_data(service_id=var, coverage_id=f'{var}_{depth}cm_mean',\n",
+    "                                                                         west=xmin, south=ymin, east=xmax, north=ymax,\n",
+    "                                                                         width=4000, height=6400,\n",
+    "                                                                         crs='urn:ogc:def:crs:EPSG::4326', output=('tmp.tif'))\n",
+    "                        # conversion to conventional units\n",
+    "                        func = obs_conversions[var]\n",
+    "                        soil_chunk[depth] = func(soil_chunk[depth])\n",
+    "                    except:\n",
+    "                        print(\"get_coverage_data failed. Retrying in 60 seconds...\")\n",
+    "                        time.sleep(60)\n",
+    "                        continue\n",
+    "                    break\n",
+    "\n",
+    "            # Weighted average of soil variables for depths up to 60cm\n",
+    "            weight_factor = {\n",
+    "                '0-5': 1,\n",
+    "                '5-15': 2,\n",
+    "                '15-30': 3,\n",
+    "                '30-60': 6\n",
+    "            }\n",
+    "            # empty array to store the weighted average. Can't be an empty object\n",
+    "            # (i.e. xr.DataArray()) because dimensions cannot change for in-place operations\n",
+    "            soil_data[var] = soil_chunk[depth] * 0\n",
+    "\n",
+    "            for key in weight_factor.keys():\n",
+    "                df = soil_chunk[key] * weight_factor[key]\n",
+    "                soil_data[var] += df\n",
+    "\n",
+    "            soil_data[var] = soil_data[var] / 12\n",
+    "            soil_data[var] = soil_data[var].where(\n",
+    "                soil_data[var] != 0, np.nan)\n",
+    "            counter += 1\n",
+    "            time.sleep(60)\n",
+    "\n",
+    "    soil_data.to_netcdf('GB_soil_data.nc')\n",
+    "    return soil_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Test functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "transformer = Transformer.from_crs(4326, 27700, always_xy=True)\n",
+    "# centroid of Great Britain\n",
+    "x1, y1 = transformer.transform(-2.547855, 54.00366)\n",
+    "west, east, south, north = x1 - 0.5e6, x1 + 0.5e6, y1 - 0.8e6, y1 + 0.8e6\n",
+    "transformer = Transformer.from_crs(27700, 4326, always_xy=True)\n",
+    "bl = transformer.transform(west, south)\n",
+    "br = transformer.transform(east, south)\n",
+    "tl = transformer.transform(west, north)\n",
+    "tr = transformer.transform(east, north)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Processing variable 1 of 11: 'bdod'\n",
+      "Processing variable 2 of 11: 'cec'\n",
+      "Processing variable 3 of 11: 'cfvo'\n",
+      "Processing variable 4 of 11: 'clay'\n",
+      "Processing variable 5 of 11: 'nitrogen'\n",
+      "Processing variable 6 of 11: 'phh2o'\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "Processing variable 7 of 11: 'sand'\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "Processing variable 8 of 11: 'silt'\n",
+      "Processing variable 9 of 11: 'soc'\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "Processing variable 10 of 11: 'ocd'\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "Processing variable 11 of 11: 'ocs'\n",
+      "<xarray.Dataset>\n",
+      "Dimensions:      (band: 1, x: 4000, y: 6400)\n",
+      "Coordinates:\n",
+      "  * band         (band) int64 1\n",
+      "  * x            (x) float64 -8.995 -8.992 -8.989 -8.985 ... 4.059 4.062 4.066\n",
+      "  * y            (y) float64 60.92 60.91 60.91 60.91 ... 46.6 46.6 46.6 46.6\n",
+      "    spatial_ref  int64 0\n",
+      "Data variables:\n",
+      "    bdod         (band, y, x) float64 nan nan nan nan ... nan nan 1.46e+04 nan\n",
+      "    cec          (band, y, x) float64 nan nan nan nan nan ... nan nan 18.68 nan\n",
+      "    cfvo         (band, y, x) float64 nan nan nan nan nan ... nan nan 10.77 nan\n",
+      "    clay         (band, y, x) float64 nan nan nan nan nan ... nan nan 23.13 nan\n",
+      "    nitrogen     (band, y, x) float64 nan nan nan nan nan ... nan nan 1.411 nan\n",
+      "    phh2o        (band, y, x) float64 nan nan nan nan nan ... nan nan 6.433 nan\n",
+      "    sand         (band, y, x) float64 nan nan nan nan nan ... nan nan 44.64 nan\n",
+      "    silt         (band, y, x) float64 nan nan nan nan nan ... nan nan 32.22 nan\n",
+      "    soc          (band, y, x) float64 nan nan nan nan nan ... nan nan 14.62 nan\n",
+      "    ocd          (band, y, x) float64 nan nan nan nan nan ... nan nan 19.33 nan\n",
+      "    ocs          (band, y, x) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 500.0 0.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "data = on_demand_download('lat-lon', -2.547855, 54.00366)\n",
+    "print(data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Processing variable 1 of 11: 'bdod'\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "Processing variable 2 of 11: 'cec'\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n",
+      "get_coverage_data failed. Retrying in 60 seconds...\n"
+     ]
+    }
+   ],
+   "source": [
+    "bulk_data = bulk_download(bl[0], bl[1], tr[0], tl[1])\n",
+    "print(bulk_data)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "pysoils-XPwWj0sx-py3.11",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

From b2dadec7f75ac415eb638368f2db596bd4a9a370 Mon Sep 17 00:00:00 2001
From: Mingyuan Chen <chenm94@outlook.com>
Date: Fri, 27 Oct 2023 13:16:43 +0100
Subject: [PATCH 3/5] Create data downloader Fixes #2 Refine the static
 functions, soilvars&depth as class attributes

---
 poetry.lock                     |  16 ++++-
 pyproject.toml                  |   1 +
 pysoils/SoilGrids_downloader.py | 114 ++++++++++++++++----------------
 tests/test.ipynb                |  36 ++++++++--
 4 files changed, 102 insertions(+), 65 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index dc6a7fc..2ee6853 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -740,6 +740,20 @@ traitlets = ">=5.3"
 docs = ["myst-parser", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
 test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
+[[package]]
+name = "kwargs"
+version = "1.0.1"
+description = "Python micro-framework"
+optional = false
+python-versions = "*"
+files = [
+    {file = "kwargs-1.0.1-py3-none-any.whl", hash = "sha256:f553495d7dfc7b9ec335d572d93ce723cc6de4917a5d135cbc84c2d772b7139f"},
+    {file = "kwargs-1.0.1.tar.gz", hash = "sha256:2557e7b3e3c9317fb64079c06664a5f1ce9be342e04ee295375d91eef63a5e31"},
+]
+
+[package.extras]
+test = ["pylint", "pytest", "pytest-cov"]
+
 [[package]]
 name = "lxml"
 version = "4.9.3"
@@ -1973,4 +1987,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "125a1efffca462936b6392ce9849f81456067127be146495352f1f9444aa0b13"
+content-hash = "e6449a832826575dc5568d3741f876d9c29d10d60d22c2d131d51a5f6e851ee0"
diff --git a/pyproject.toml b/pyproject.toml
index b377703..4696227 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -9,6 +9,7 @@ readme = "README.md"
 python = "^3.9"
 soilgrids = "^0.1.4"
 pyproj = "^3.6.1"
+kwargs = "^1.0.1"
 
 [tool.poetry.group.dev.dependencies]
 pylint = "^3.0.1"
diff --git a/pysoils/SoilGrids_downloader.py b/pysoils/SoilGrids_downloader.py
index 7629224..6cc9304 100644
--- a/pysoils/SoilGrids_downloader.py
+++ b/pysoils/SoilGrids_downloader.py
@@ -28,20 +28,65 @@
 import xarray as xr
 from pyproj import Transformer
 import numpy as np
-#import os
+import kwargs
+# import os
 # import multiprocessing as mp
 
+# create Constants class
+class Constants:
+    '''Pass all constants as class attributes.'''
+
+    def __init__(self):
+        '''Initialize Constants object.'''
+        self.soil_vars = ['bdod', 'cec', 'cfvo', 'clay',
+                          'nitrogen', 'phh2o', 'sand', 'silt', 'soc', 'ocd', 'ocs']
+        self.soil_depth = ['0-5', '5-15',
+                           '15-30', '30-60', '60-100', '100-200']
 
 # create SoilApp class
 class SoilApp:
-
     '''Create a SoilApp object.'''
+    @staticmethod
+    def mult_hundred(x: float):
+        '''Multiply by 100.'''
+        return x*100
+
+    @staticmethod
+    def mult_ten(x: float):
+        '''Multiply by 10.'''
+        return x*10
+
+    @staticmethod
+    def div_ten(x: float):
+        '''Divide by 10.'''
+        return x/10
+
+    @staticmethod
+    def div_hundred(x: float):
+        '''Divide by 100.'''
+        return x/100
+
+    @staticmethod
+    def NoConversion(x: float):
+        '''No conversion.'''
+        return x
 
     def __init__(self):
         '''Initialize SoilApp object.'''
 
-        # prepare for parallel processing
-        # cpu_number = mp.cpu_count()
+        self._obs_conversions = {
+            "bdod": self.mult_hundred,
+            "cec": self.div_ten,
+            "cfvo": self.div_ten,
+            "clay": self.div_ten,
+            "nitrogen": self.div_hundred,
+            "phh2o": self.div_ten,
+            "sand": self.div_ten,
+            "silt": self.div_ten,
+            "soc": self.div_ten,
+            "ocd": self.div_ten,
+            "ocs": self.mult_ten
+        }
 
     def on_demand_download(self, geo_type: str, geo_code0: float, geo_code1: float):
         '''On-demand download SoilGrids data for a given geo-code.'''
@@ -70,31 +115,8 @@ def on_demand_download(self, geo_type: str, geo_code0: float, geo_code1: float):
         # get soil data
         soil_grids = SoilGrids()
 
-        # Conversion functions
-        def NoConversion(x): return x
-        def mult_hundred(x): return x*100.
-        def mult_ten(x): return x*10.
-        def div_ten(x): return x/10.
-        def div_hundred(x): return x/100.
-
-        # Conversion by soil parameter (see https://www.isric.org/explore/soilgrids/faq-soilgrids)
-        obs_conversions = {
-            "bdod": mult_hundred,
-            "cec": div_ten,
-            "cfvo": div_ten,
-            "clay": div_ten,
-            "nitrogen": div_hundred,
-            "phh2o": div_ten,
-            "sand": div_ten,
-            "silt": div_ten,
-            "soc": div_ten,
-            "ocd": div_ten,
-            "ocs": mult_ten
-        }
-
-        soilvars = ['bdod', 'cec', 'cfvo', 'clay', 'nitrogen',
-                    'phh2o', 'sand', 'silt', 'soc', 'ocd', 'ocs']
-        soil_depths = ['0-5', '5-15', '15-30', '30-60', '60-100', '100-200']
+        soilvars = Constants().soil_vars
+        soil_depths = Constants().soil_depth
 
         counter = 1
         soil_data = xr.Dataset()
@@ -112,7 +134,7 @@ def div_hundred(x): return x/100.
                                                                       width=4000, height=6400,
                                                                       crs='urn:ogc:def:crs:EPSG::4326', output='tmp.tif')
                         # conversion to conventional units
-                        func = obs_conversions[var]
+                        func = self._obs_conversions[var]
                         soil_data[var] = func(soil_data[var])
                     except:
                         print("get_coverage_data failed. Retrying in 60 seconds...")
@@ -128,7 +150,7 @@ def div_hundred(x): return x/100.
                                                                              width=4000, height=6400,
                                                                              crs='urn:ogc:def:crs:EPSG::4326', output=('tmp.tif'))
                             # conversion to conventional units
-                            func = obs_conversions[var]
+                            func = self._obs_conversions[var]
                             soil_chunk[depth] = func(soil_chunk[depth])
                         except:
                             print(
@@ -166,30 +188,8 @@ def bulk_download(self, xmin: float, xmax: float, ymin: float, ymax: float):
         # get soil data
         soil_grids = SoilGrids()
 
-        # Conversion functions
-        def NoConversion(x): return x
-        def mult_hundred(x): return x*100.
-        def mult_ten(x): return x*10.
-        def div_ten(x): return x/10.
-        def div_hundred(x): return x/100.
-
-        # Conversion by soil parameter (see https://www.isric.org/explore/soilgrids/faq-soilgrids)
-        obs_conversions = {
-            "bdod": mult_hundred,
-            "cec": div_ten,
-            "cfvo": div_ten,
-            "clay": div_ten,
-            "nitrogen": div_hundred,
-            "phh2o": div_ten,
-            "sand": div_ten,
-            "silt": div_ten,
-            "soc": div_ten,
-            "ocd": div_ten,
-            "ocs": mult_ten}
-
-        soilvars = ['bdod', 'cec', 'cfvo', 'clay', 'nitrogen',
-                    'phh2o', 'sand', 'silt', 'soc', 'ocd', 'ocs']
-        soil_depths = ['0-5', '5-15', '15-30', '30-60', '60-100', '100-200']
+        soilvars = Constants().soil_vars
+        soil_depths = Constants().soil_depth
 
         counter = 1
         soil_data = xr.Dataset()
@@ -206,7 +206,7 @@ def div_hundred(x): return x/100.
                                                                       width=4000, height=6400,
                                                                       crs='urn:ogc:def:crs:EPSG::4326', output=('tmp.tif'))
                         # conversion to conventional units
-                        func = obs_conversions[var]
+                        func = self._obs_conversions[var]
                         soil_data[var] = func(soil_data[var])
                     except:
                         print("get_coverage_data failed. Retrying in 60 seconds...")
@@ -223,7 +223,7 @@ def div_hundred(x): return x/100.
                                                                              width=4000, height=6400,
                                                                              crs='urn:ogc:def:crs:EPSG::4326', output=('tmp.tif'))
                             # conversion to conventional units
-                            func = obs_conversions[var]
+                            func = self._obs_conversions[var]
                             soil_chunk[depth] = func(soil_chunk[depth])
                         except:
                             print(
diff --git a/tests/test.ipynb b/tests/test.ipynb
index 9142b52..b86d0a4 100644
--- a/tests/test.ipynb
+++ b/tests/test.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -22,6 +22,30 @@
     "import numpy as np"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Class of constants"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class Constants:\n",
+    "    '''Pass all constants as class attributes.'''\n",
+    "\n",
+    "    def __init__(self):\n",
+    "        '''Initialize Constants object.'''\n",
+    "        self.soil_vars = ['bdod', 'cec', 'cfvo', 'clay',\n",
+    "                          'nitrogen', 'phh2o', 'sand', 'silt', 'soc', 'ocd', 'ocs']\n",
+    "        self.soil_depth = ['0-5', '5-15',\n",
+    "                           '15-30', '30-60', '60-100', '100-200']"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -91,9 +115,8 @@
     "        \"ocs\": mult_ten\n",
     "    }\n",
     "\n",
-    "    soilvars = ['bdod', 'cec', 'cfvo', 'clay', 'nitrogen',\n",
-    "                'phh2o', 'sand', 'silt', 'soc', 'ocd', 'ocs']\n",
-    "    soil_depths = ['0-5', '5-15', '15-30', '30-60', '60-100', '100-200']\n",
+    "    soilvars = Constants().soil_vars\n",
+    "    soil_depths = Constants().soil_depth\n",
     "\n",
     "    counter = 1\n",
     "    soil_data = xr.Dataset()\n",
@@ -219,9 +242,8 @@
     "        \"ocd\": div_ten,\n",
     "        \"ocs\": mult_ten}\n",
     "\n",
-    "    soilvars = ['bdod', 'cec', 'cfvo', 'clay', 'nitrogen',\n",
-    "                'phh2o', 'sand', 'silt', 'soc', 'ocd', 'ocs']\n",
-    "    soil_depths = ['0-5', '5-15', '15-30', '30-60', '60-100', '100-200']\n",
+    "    soilvars = Constants().soil_vars\n",
+    "    soil_depths = Constants().soil_depth\n",
     "\n",
     "    counter = 1\n",
     "    soil_data = xr.Dataset()\n",

From f14406d11f410d50aa4734195a2c9b0d036ce3d3 Mon Sep 17 00:00:00 2001
From: Mingyuan Chen <chenm94@outlook.com>
Date: Sun, 5 Nov 2023 22:33:49 +0000
Subject: [PATCH 4/5] Create data downloader Fixes #2 create a feature to draw
 a bounding box given central lat-lon

---
 pysoils/SoilGrids_downloader.py |  37 +++++++++-
 tests/test.ipynb                | 116 ++++++++++++++++++++++++++++++--
 2 files changed, 146 insertions(+), 7 deletions(-)

diff --git a/pysoils/SoilGrids_downloader.py b/pysoils/SoilGrids_downloader.py
index 6cc9304..759b6c9 100644
--- a/pysoils/SoilGrids_downloader.py
+++ b/pysoils/SoilGrids_downloader.py
@@ -29,6 +29,7 @@
 from pyproj import Transformer
 import numpy as np
 import kwargs
+import math
 # import os
 # import multiprocessing as mp
 
@@ -70,6 +71,32 @@ def div_hundred(x: float):
     def NoConversion(x: float):
         '''No conversion.'''
         return x
+    
+    @staticmethod
+    def move_point(latitude, longitude, distance, bearing):
+        '''Move a point by a given distance and bearing in degrees'''
+
+        earth_radius = 6371000  # Earth's radius in meters
+        angular_distance = distance / earth_radius
+        # in degrees, 0 is north, 90 is east, 180 is south, 270 is west
+        bearing = math.radians(bearing)
+        lat1 = math.radians(latitude)
+        lon1 = math.radians(longitude)
+        lat2 = math.asin(math.sin(lat1) * math.cos(angular_distance) +
+                        math.cos(lat1) * math.sin(angular_distance) * math.cos(bearing))
+        lon2 = lon1 + math.atan2(math.sin(bearing) * math.sin(angular_distance) * math.cos(lat1),
+                                math.cos(angular_distance) - math.sin(lat1) * math.sin(lat2))
+        new_latitude = math.degrees(lat2)
+        new_longitude = math.degrees(lon2)
+        return new_latitude, new_longitude
+    
+    @staticmethod
+    def get_bounding_box(latitude, longitude, distance):
+        '''Get the bounding box of a point given a distance in meters'''
+
+        lat1, lon1 = SoilApp.move_point(latitude, longitude, distance, 225)
+        lat2, lon2 = SoilApp.move_point(latitude, longitude, distance, 45)
+        return lat1, lon1, lat2, lon2
 
     def __init__(self):
         '''Initialize SoilApp object.'''
@@ -88,9 +115,10 @@ def __init__(self):
             "ocs": self.mult_ten
         }
 
-    def on_demand_download(self, geo_type: str, geo_code0: float, geo_code1: float):
+    def on_demand_download(self, centre_lat: float, centre_lon: float, radius: float):
         '''On-demand download SoilGrids data for a given geo-code.'''
 
+        '''
         if geo_type == 'CRS':
             west, east, south, north = geo_code0 - 0.5e6, geo_code0 + \
                 0.5e6, geo_code1 - 0.8e6, geo_code1 + 0.8e6
@@ -111,6 +139,7 @@ def on_demand_download(self, geo_type: str, geo_code0: float, geo_code1: float):
         else:
             print('Invalid geo_type. Please enter a valid geo_type("CRS" or "lat-lon").')
             return
+        '''
 
         # get soil data
         soil_grids = SoilGrids()
@@ -121,6 +150,8 @@ def on_demand_download(self, geo_type: str, geo_code0: float, geo_code1: float):
         counter = 1
         soil_data = xr.Dataset()
 
+        bb = SoilApp.get_bounding_box(centre_lat, centre_lon, radius)
+
         for var in soilvars:
             print(
                 f'Processing variable {counter} of {len(soilvars)}: \'{var}\'')
@@ -130,7 +161,7 @@ def on_demand_download(self, geo_type: str, geo_code0: float, geo_code1: float):
                     depth = '0-30'
                     try:
                         soil_data[var] = soil_grids.get_coverage_data(service_id=var, coverage_id=f'{var}_{depth}cm_mean',
-                                                                      west=bl[0], south=bl[1], east=br[0], north=tr[1],
+                                                                      west=bb[0], south=bb[1], east=bb[2], north=bb[3],
                                                                       width=4000, height=6400,
                                                                       crs='urn:ogc:def:crs:EPSG::4326', output='tmp.tif')
                         # conversion to conventional units
@@ -146,7 +177,7 @@ def on_demand_download(self, geo_type: str, geo_code0: float, geo_code1: float):
                     while True:
                         try:
                             soil_chunk[depth] = soil_grids.get_coverage_data(service_id=var, coverage_id=f'{var}_{depth}cm_mean',
-                                                                             west=bl[0], south=bl[1], east=br[0], north=tr[1],
+                                                                             west=bb[0], south=bb[1], east=bb[3], north=bb[4],
                                                                              width=4000, height=6400,
                                                                              crs='urn:ogc:def:crs:EPSG::4326', output=('tmp.tif'))
                             # conversion to conventional units
diff --git a/tests/test.ipynb b/tests/test.ipynb
index b86d0a4..8ee1471 100644
--- a/tests/test.ipynb
+++ b/tests/test.ipynb
@@ -9,17 +9,99 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: soilgrids in /opt/homebrew/lib/python3.11/site-packages (0.1.4)\n",
+      "Requirement already satisfied: bmipy in /opt/homebrew/lib/python3.11/site-packages (from soilgrids) (2.0.1)\n",
+      "Requirement already satisfied: click in /opt/homebrew/lib/python3.11/site-packages (from soilgrids) (8.1.7)\n",
+      "Requirement already satisfied: netcdf4 in /opt/homebrew/lib/python3.11/site-packages (from soilgrids) (1.6.5)\n",
+      "Requirement already satisfied: numpy in /opt/homebrew/lib/python3.11/site-packages (from soilgrids) (1.26.1)\n",
+      "Requirement already satisfied: pyyaml in /opt/homebrew/lib/python3.11/site-packages (from soilgrids) (6.0.1)\n",
+      "Requirement already satisfied: requests in /opt/homebrew/lib/python3.11/site-packages (from soilgrids) (2.31.0)\n",
+      "Requirement already satisfied: rioxarray in /opt/homebrew/lib/python3.11/site-packages (from soilgrids) (0.15.0)\n",
+      "Requirement already satisfied: xarray in /opt/homebrew/lib/python3.11/site-packages (from soilgrids) (2023.10.1)\n",
+      "Requirement already satisfied: owslib in /opt/homebrew/lib/python3.11/site-packages (from soilgrids) (0.29.2)\n",
+      "Requirement already satisfied: black in /opt/homebrew/lib/python3.11/site-packages (from bmipy->soilgrids) (23.10.1)\n",
+      "Requirement already satisfied: jinja2 in /opt/homebrew/lib/python3.11/site-packages (from bmipy->soilgrids) (3.1.2)\n",
+      "Requirement already satisfied: cftime in /opt/homebrew/lib/python3.11/site-packages (from netcdf4->soilgrids) (1.6.3)\n",
+      "Requirement already satisfied: certifi in /opt/homebrew/lib/python3.11/site-packages (from netcdf4->soilgrids) (2023.7.22)\n",
+      "Requirement already satisfied: lxml in /opt/homebrew/lib/python3.11/site-packages (from owslib->soilgrids) (4.9.3)\n",
+      "Requirement already satisfied: python-dateutil>=1.5 in /Users/chenm/Library/Python/3.11/lib/python/site-packages (from owslib->soilgrids) (2.8.2)\n",
+      "Requirement already satisfied: pytz in /opt/homebrew/lib/python3.11/site-packages (from owslib->soilgrids) (2023.3.post1)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/homebrew/lib/python3.11/site-packages (from requests->soilgrids) (3.3.2)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in /opt/homebrew/lib/python3.11/site-packages (from requests->soilgrids) (3.4)\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/homebrew/lib/python3.11/site-packages (from requests->soilgrids) (2.0.7)\n",
+      "Requirement already satisfied: packaging in /opt/homebrew/lib/python3.11/site-packages (from rioxarray->soilgrids) (23.2)\n",
+      "Requirement already satisfied: rasterio>=1.2 in /opt/homebrew/lib/python3.11/site-packages (from rioxarray->soilgrids) (1.3.9)\n",
+      "Requirement already satisfied: pyproj>=2.2 in /opt/homebrew/lib/python3.11/site-packages (from rioxarray->soilgrids) (3.6.1)\n",
+      "Requirement already satisfied: pandas>=1.4 in /opt/homebrew/lib/python3.11/site-packages (from xarray->soilgrids) (2.1.2)\n",
+      "Requirement already satisfied: tzdata>=2022.1 in /opt/homebrew/lib/python3.11/site-packages (from pandas>=1.4->xarray->soilgrids) (2023.3)\n",
+      "Requirement already satisfied: six>=1.5 in /Users/chenm/Library/Python/3.11/lib/python/site-packages (from python-dateutil>=1.5->owslib->soilgrids) (1.16.0)\n",
+      "Requirement already satisfied: affine in /opt/homebrew/lib/python3.11/site-packages (from rasterio>=1.2->rioxarray->soilgrids) (2.4.0)\n",
+      "Requirement already satisfied: attrs in /opt/homebrew/lib/python3.11/site-packages (from rasterio>=1.2->rioxarray->soilgrids) (23.1.0)\n",
+      "Requirement already satisfied: cligj>=0.5 in /opt/homebrew/lib/python3.11/site-packages (from rasterio>=1.2->rioxarray->soilgrids) (0.7.2)\n",
+      "Requirement already satisfied: snuggs>=1.4.1 in /opt/homebrew/lib/python3.11/site-packages (from rasterio>=1.2->rioxarray->soilgrids) (1.4.7)\n",
+      "Requirement already satisfied: click-plugins in /opt/homebrew/lib/python3.11/site-packages (from rasterio>=1.2->rioxarray->soilgrids) (1.1.1)\n",
+      "Requirement already satisfied: setuptools in /opt/homebrew/lib/python3.11/site-packages (from rasterio>=1.2->rioxarray->soilgrids) (68.2.2)\n",
+      "Requirement already satisfied: mypy-extensions>=0.4.3 in /opt/homebrew/lib/python3.11/site-packages (from black->bmipy->soilgrids) (1.0.0)\n",
+      "Requirement already satisfied: pathspec>=0.9.0 in /opt/homebrew/lib/python3.11/site-packages (from black->bmipy->soilgrids) (0.11.2)\n",
+      "Requirement already satisfied: platformdirs>=2 in /opt/homebrew/lib/python3.11/site-packages (from black->bmipy->soilgrids) (3.11.0)\n",
+      "Requirement already satisfied: MarkupSafe>=2.0 in /opt/homebrew/lib/python3.11/site-packages (from jinja2->bmipy->soilgrids) (2.1.3)\n",
+      "Requirement already satisfied: pyparsing>=2.1.6 in /opt/homebrew/lib/python3.11/site-packages (from snuggs>=1.4.1->rasterio>=1.2->rioxarray->soilgrids) (3.1.1)\n",
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.3.1\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3.11 -m pip install --upgrade pip\u001b[0m\n",
+      "Note: you may need to restart the kernel to use updated packages.\n",
+      "Requirement already satisfied: xarray in /opt/homebrew/lib/python3.11/site-packages (2023.10.1)\n",
+      "Requirement already satisfied: numpy>=1.22 in /opt/homebrew/lib/python3.11/site-packages (from xarray) (1.26.1)\n",
+      "Requirement already satisfied: packaging>=21.3 in /opt/homebrew/lib/python3.11/site-packages (from xarray) (23.2)\n",
+      "Requirement already satisfied: pandas>=1.4 in /opt/homebrew/lib/python3.11/site-packages (from xarray) (2.1.2)\n",
+      "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/chenm/Library/Python/3.11/lib/python/site-packages (from pandas>=1.4->xarray) (2.8.2)\n",
+      "Requirement already satisfied: pytz>=2020.1 in /opt/homebrew/lib/python3.11/site-packages (from pandas>=1.4->xarray) (2023.3.post1)\n",
+      "Requirement already satisfied: tzdata>=2022.1 in /opt/homebrew/lib/python3.11/site-packages (from pandas>=1.4->xarray) (2023.3)\n",
+      "Requirement already satisfied: six>=1.5 in /Users/chenm/Library/Python/3.11/lib/python/site-packages (from python-dateutil>=2.8.2->pandas>=1.4->xarray) (1.16.0)\n",
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.3.1\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3.11 -m pip install --upgrade pip\u001b[0m\n",
+      "Note: you may need to restart the kernel to use updated packages.\n",
+      "Requirement already satisfied: pyproj in /opt/homebrew/lib/python3.11/site-packages (3.6.1)\n",
+      "Requirement already satisfied: certifi in /opt/homebrew/lib/python3.11/site-packages (from pyproj) (2023.7.22)\n",
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.3.1\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3.11 -m pip install --upgrade pip\u001b[0m\n",
+      "Note: you may need to restart the kernel to use updated packages.\n",
+      "Requirement already satisfied: numpy in /opt/homebrew/lib/python3.11/site-packages (1.26.1)\n",
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.3.1\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3.11 -m pip install --upgrade pip\u001b[0m\n",
+      "Note: you may need to restart the kernel to use updated packages.\n",
+      "Requirement already satisfied: kwargs in /opt/homebrew/lib/python3.11/site-packages (1.0.1)\n",
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.3.1\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3.11 -m pip install --upgrade pip\u001b[0m\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
    "source": [
+    "%pip install soilgrids\n",
+    "%pip install xarray\n",
+    "%pip install pyproj\n",
+    "%pip install numpy\n",
+    "%pip install kwargs\n",
     "import logging\n",
     "import os\n",
     "import time\n",
     "from soilgrids import SoilGrids\n",
     "import xarray as xr\n",
     "from pyproj import Transformer\n",
-    "import numpy as np"
+    "import numpy as np\n",
+    "import kwargs"
    ]
   },
   {
@@ -31,7 +113,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -53,6 +135,32 @@
     "# Functions"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def move_point(latitude, longitude, distance, bearing):\n",
+    "    earth_radius = 6371000  # Earth's radius in meters\n",
+    "    angular_distance = distance / earth_radius\n",
+    "    # in degrees, 0 is north, 90 is east, 180 is south, 270 is west\n",
+    "    bearing = math.radians(bearing)\n",
+    "\n",
+    "    lat1 = math.radians(latitude)\n",
+    "    lon1 = math.radians(longitude)\n",
+    "\n",
+    "    lat2 = math.asin(math.sin(lat1) * math.cos(angular_distance) +\n",
+    "                     math.cos(lat1) * math.sin(angular_distance) * math.cos(bearing))\n",
+    "    lon2 = lon1 + math.atan2(math.sin(bearing) * math.sin(angular_distance) * math.cos(lat1),\n",
+    "                             math.cos(angular_distance) - math.sin(lat1) * math.sin(lat2))\n",
+    "\n",
+    "    new_latitude = math.degrees(lat2)\n",
+    "    new_longitude = math.degrees(lon2)\n",
+    "\n",
+    "    return new_latitude, new_longitude"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},

From 9fd4af6934c9fbcd4863e76afafeb5ede3bb4adb Mon Sep 17 00:00:00 2001
From: Mingyuan Chen <chenm94@outlook.com>
Date: Wed, 15 Nov 2023 21:35:47 +0000
Subject: [PATCH 5/5] in process of dis-using soilgrids package

---
 poetry.lock                     |  9 +++++----
 pyproject.toml                  |  1 +
 pysoils/SoilGrids_downloader.py |  2 ++
 tests/test.ipynb                | 32 ++++++++++++++++++++++++++++----
 4 files changed, 36 insertions(+), 8 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 2ee6853..c87eb64 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -279,6 +279,7 @@ files = [
     {file = "cftime-1.6.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:523b9a6bf03f5e36407979e248381d0fcab2d225b915bbde77d00c6dde192b90"},
     {file = "cftime-1.6.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8a14d2c7d22fd2a6dfa6ad563283b6d6679f1df95e0ed8d14b8f284dad402887"},
     {file = "cftime-1.6.3-cp39-cp39-win_amd64.whl", hash = "sha256:d9b00c2844c7a1701d8ede5336b6321dfee256ceab81a34a1aff0483d56891a6"},
+    {file = "cftime-1.6.3.tar.gz", hash = "sha256:d0a6b29f72a13f08e008b9becff247cc75c84acb213332ede18879c5b6aa4dfd"},
 ]
 
 [package.dependencies]
@@ -1054,13 +1055,13 @@ files = [
 
 [[package]]
 name = "owslib"
-version = "0.29.2"
+version = "0.29.3"
 description = "OGC Web Service utility library"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "OWSLib-0.29.2-py2.py3-none-any.whl", hash = "sha256:07a597f3d0029ee41eb159dcf784672ce6b3968b61bb39ad93ca9b29a4f4a2b7"},
-    {file = "OWSLib-0.29.2.tar.gz", hash = "sha256:6c03924747e802466c7b4f5873ed555f16aa51806c9be85dc84af95bbe75466c"},
+    {file = "OWSLib-0.29.3-py2.py3-none-any.whl", hash = "sha256:69d0175463a9dcf49d68599d7b88309a42c79196d8a9e134b6607c056b42a50e"},
+    {file = "OWSLib-0.29.3.tar.gz", hash = "sha256:3baf34058458b933767ee43e632174cb0baebf49d326da179faacb9772f98539"},
 ]
 
 [package.dependencies]
@@ -1987,4 +1988,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "e6449a832826575dc5568d3741f876d9c29d10d60d22c2d131d51a5f6e851ee0"
+content-hash = "a98e98696bcd5280c36bbd97bb4bb3a395a047a7f41693f700c25875ae370c82"
diff --git a/pyproject.toml b/pyproject.toml
index 4696227..f2df96d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,6 +10,7 @@ python = "^3.9"
 soilgrids = "^0.1.4"
 pyproj = "^3.6.1"
 kwargs = "^1.0.1"
+owslib = "^0.29.3"
 
 [tool.poetry.group.dev.dependencies]
 pylint = "^3.0.1"
diff --git a/pysoils/SoilGrids_downloader.py b/pysoils/SoilGrids_downloader.py
index 759b6c9..1d7cfc2 100644
--- a/pysoils/SoilGrids_downloader.py
+++ b/pysoils/SoilGrids_downloader.py
@@ -30,6 +30,7 @@
 import numpy as np
 import kwargs
 import math
+from owslib.wcs import WebCoverageService
 # import os
 # import multiprocessing as mp
 
@@ -156,6 +157,7 @@ def on_demand_download(self, centre_lat: float, centre_lon: float, radius: float
             print(
                 f'Processing variable {counter} of {len(soilvars)}: \'{var}\'')
             soil_chunk = xr.Dataset()
+            wcs = WebCoverageService(f'https://maps.isric.org/mapserv?map=/{var}.map', version='2.0.1')
             if var == 'ocs':
                 while True:  # required because the server sometimes returns a 500 error
                     depth = '0-30'
diff --git a/tests/test.ipynb b/tests/test.ipynb
index 8ee1471..a8bda1c 100644
--- a/tests/test.ipynb
+++ b/tests/test.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -101,7 +101,8 @@
     "import xarray as xr\n",
     "from pyproj import Transformer\n",
     "import numpy as np\n",
-    "import kwargs"
+    "import kwargs\n",
+    "from owslib.wcs import WebCoverageService\n"
    ]
   },
   {
@@ -113,7 +114,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -137,7 +138,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -161,6 +162,29 @@
     "    return new_latitude, new_longitude"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "soilvars = Constants().soil_vars\n",
+    "soildepth = Constants().soil_depth\n",
+    "var = soilvars[0]\n",
+    "wcs = WebCoverageService(\n",
+    "    f'http://maps.isric.org/mapserv?map=/map/{var}.map', version='2.0.1')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "subsets = [('X', -1784000, -1140000), ('Y', 1356000, 1863000)]\n",
+    "crs = \"http://www.opengis.net/def/crs/EPSG/0/152160\""
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},