diff --git a/poetry.lock b/poetry.lock
index 950159fd..7483e4c2 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -369,6 +369,79 @@ traitlets = ">=4"
 [package.extras]
 test = ["pytest"]
 
+[[package]]
+name = "contourpy"
+version = "1.3.1"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+optional = false
+python-versions = ">=3.10"
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+    {file = "contourpy-1.3.1.tar.gz", hash = "sha256:dfd97abd83335045a913e3bcc4a09c0ceadbe66580cf573fe961f4a825efa699"},
+]
+
+[package.dependencies]
+numpy = ">=1.23"
+
+[package.extras]
+bokeh = ["bokeh", "selenium"]
+docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.11.1)", "types-Pillow"]
+test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
+test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
+
 [[package]]
 name = "coverage"
 version = "7.6.4"
@@ -446,6 +519,21 @@ tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.1
 [package.extras]
 toml = ["tomli"]
 
+[[package]]
+name = "cycler"
+version = "0.12.1"
+description = "Composable style cycles"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"},
+]
+
+[package.extras]
+docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
+tests = ["pytest", "pytest-cov", "pytest-xdist"]
+
 [[package]]
 name = "debugpy"
 version = "1.8.8"
@@ -514,6 +602,17 @@ files = [
     {file = "docutils-0.19.tar.gz", hash = "sha256:33995a6753c30b7f577febfc2c50411fec6aac7f7ffeb7c4cfe5991072dcf9e6"},
 ]
 
+[[package]]
+name = "et-xmlfile"
+version = "2.0.0"
+description = "An implementation of lxml.xmlfile for the standard library"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "et_xmlfile-2.0.0-py3-none-any.whl", hash = "sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa"},
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+]
+
 [[package]]
 name = "exceptiongroup"
 version = "1.2.2"
@@ -572,6 +671,124 @@ docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.
 testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
 typing = ["typing-extensions (>=4.12.2)"]
 
+[[package]]
+name = "flexcache"
+version = "0.3"
+description = "Saves and loads to the cache a transformed versions of a source object."
+optional = false
+python-versions = ">=3.9"
+files = [
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+    {file = "flexcache-0.3.tar.gz", hash = "sha256:18743bd5a0621bfe2cf8d519e4c3bfdf57a269c15d1ced3fb4b64e0ff4600656"},
+]
+
+[package.dependencies]
+typing-extensions = "*"
+
+[package.extras]
+test = ["pytest", "pytest-cov", "pytest-mpl", "pytest-subtests"]
+
+[[package]]
+name = "flexparser"
+version = "0.4"
+description = "Parsing made fun ... using typing."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "flexparser-0.4-py3-none-any.whl", hash = "sha256:3738b456192dcb3e15620f324c447721023c0293f6af9955b481e91d00179846"},
+    {file = "flexparser-0.4.tar.gz", hash = "sha256:266d98905595be2ccc5da964fe0a2c3526fbbffdc45b65b3146d75db992ef6b2"},
+]
+
+[package.dependencies]
+typing-extensions = "*"
+
+[package.extras]
+test = ["pytest", "pytest-cov", "pytest-mpl", "pytest-subtests"]
+
+[[package]]
+name = "fonttools"
+version = "4.55.0"
+description = "Tools to manipulate font files"
+optional = false
+python-versions = ">=3.8"
+files = [
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+version = "3.2.0"
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+optional = false
+python-versions = ">=3.9"
+files = [
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+
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+
 [[package]]
 name = "pysocks"
 version = "1.7.1"
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 ]
 
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+optional = false
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+
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+
+[package.extras]
+docs = ["mercurial (>5.7)", "ryd"]
+jinja2 = ["ruamel.yaml.jinja2 (>=0.2)"]
+
+[[package]]
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+optional = false
+python-versions = ">=3.9"
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+
 [[package]]
 name = "ruff"
 version = "0.1.15"
@@ -2173,6 +3086,56 @@ files = [
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 ]
 
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+optional = false
+python-versions = ">=3.10"
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+
+[package.dependencies]
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+
+[package.extras]
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+doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.13.1)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<=7.3.7)", "sphinx-design (>=0.4.0)"]
+test = ["Cython", "array-api-strict (>=2.0)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+
 [[package]]
 name = "selenium"
 version = "4.26.1"
@@ -2589,6 +3552,20 @@ pure-eval = "*"
 [package.extras]
 tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
+[[package]]
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+version = "1.7.3"
+description = "Strict, typed YAML parser"
+optional = false
+python-versions = ">=3.7.0"
+files = [
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+]
+
+[package.dependencies]
+python-dateutil = ">=2.6.0"
+
 [[package]]
 name = "tabulate"
 version = "0.9.0"
@@ -2665,6 +3642,27 @@ tomli = {version = "*", markers = "python_version < \"3.11\""}
 [package.extras]
 dev = ["furo", "packaging", "sphinx (>=5)", "twisted"]
 
+[[package]]
+name = "tqdm"
+version = "4.67.0"
+description = "Fast, Extensible Progress Meter"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tqdm-4.67.0-py3-none-any.whl", hash = "sha256:0cd8af9d56911acab92182e88d763100d4788bdf421d251616040cc4d44863be"},
+    {file = "tqdm-4.67.0.tar.gz", hash = "sha256:fe5a6f95e6fe0b9755e9469b77b9c3cf850048224ecaa8293d7d2d31f97d869a"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+discord = ["requests"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
 [[package]]
 name = "traitlets"
 version = "5.14.3"
@@ -2860,6 +3858,20 @@ docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx-rtd-theme (>=1.1.0)"]
 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
+[[package]]
+name = "win32-setctime"
+version = "1.1.0"
+description = "A small Python utility to set file creation time on Windows"
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "win32_setctime-1.1.0-py3-none-any.whl", hash = "sha256:231db239e959c2fe7eb1d7dc129f11172354f98361c4fa2d6d2d7e278baa8aad"},
+    {file = "win32_setctime-1.1.0.tar.gz", hash = "sha256:15cf5750465118d6929ae4de4eb46e8edae9a5634350c01ba582df868e932cb2"},
+]
+
+[package.extras]
+dev = ["black (>=19.3b0)", "pytest (>=4.6.2)"]
+
 [[package]]
 name = "wsproto"
 version = "1.2.0"
@@ -2874,6 +3886,31 @@ files = [
 [package.dependencies]
 h11 = ">=0.9.0,<1"
 
+[[package]]
+name = "xarray"
+version = "2024.10.0"
+description = "N-D labeled arrays and datasets in Python"
+optional = false
+python-versions = ">=3.10"
+files = [
+    {file = "xarray-2024.10.0-py3-none-any.whl", hash = "sha256:ae1d38cb44a0324dfb61e492394158ae22389bf7de9f3c174309c17376df63a0"},
+    {file = "xarray-2024.10.0.tar.gz", hash = "sha256:e369e2bac430e418c2448e5b96f07da4635f98c1319aa23cfeb3fbcb9a01d2e0"},
+]
+
+[package.dependencies]
+numpy = ">=1.24"
+packaging = ">=23.1"
+pandas = ">=2.1"
+
+[package.extras]
+accel = ["bottleneck", "flox", "numba (>=0.54)", "numbagg", "opt-einsum", "scipy"]
+complete = ["xarray[accel,etc,io,parallel,viz]"]
+dev = ["hypothesis", "mypy", "pre-commit", "pytest", "pytest-cov", "pytest-env", "pytest-timeout", "pytest-xdist", "ruff", "sphinx", "sphinx-autosummary-accessors", "xarray[complete]"]
+etc = ["sparse"]
+io = ["cftime", "fsspec", "h5netcdf", "netCDF4", "pooch", "pydap", "scipy", "zarr"]
+parallel = ["dask[complete]"]
+viz = ["cartopy", "matplotlib", "nc-time-axis", "seaborn"]
+
 [[package]]
 name = "zipp"
 version = "3.21.0"
@@ -2895,5 +3932,5 @@ type = ["pytest-mypy"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.10"
-content-hash = "0e3ce24bf8a1f077ed69b69eabb228c49b071f51d89d16bd651f6e2305e33a77"
+python-versions = ">=3.10,<3.13"
+content-hash = "2fd97730190d0fa167efdcba5bd1414d5d48e148b70fb5be5e2cf601fe3c5cb2"
diff --git a/pyproject.toml b/pyproject.toml
index e0dd5b41..88e2ad6e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -9,13 +9,15 @@ license = "TBD"
 include = ["LICENCE"]  # poetry uses US English so assumes it will be spelt LICENSE
 
 [tool.poetry.dependencies]
-python = "^3.10"
+python = ">=3.10,<3.13"
 selenium = "^4.26.1"
 webdriver-manager = "^4.0.2"
 beautifulsoup4 = "^4.12.3"
 types-beautifulsoup4 = "^4.12.0.20241020"
 types-requests = "^2.32.0.20241016"
 pandas = "^2.2.3"
+pycountry = "^24.6.1"
+primap2 = "^0.11.2"
 
 
 [tool.poetry.group.tests.dependencies]
diff --git a/requirements.txt b/requirements.txt
index 2bf5df74..1600dcee 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,13 +1,13 @@
-attrs==24.2.0 ; python_version >= "3.10" and python_version < "4.0" \
+attrs==24.2.0 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346 \
     --hash=sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2
-beautifulsoup4==4.12.3 ; python_version >= "3.10" and python_version < "4.0" \
+beautifulsoup4==4.12.3 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051 \
     --hash=sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed
-certifi==2024.8.30 ; python_version >= "3.10" and python_version < "4.0" \
+certifi==2024.8.30 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8 \
     --hash=sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9
-cffi==1.17.1 ; os_name == "nt" and implementation_name != "pypy" and python_version >= "3.10" and python_version < "4.0" \
+cffi==1.17.1 ; os_name == "nt" and implementation_name != "pypy" and python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:045d61c734659cc045141be4bae381a41d89b741f795af1dd018bfb532fd0df8 \
     --hash=sha256:0984a4925a435b1da406122d4d7968dd861c1385afe3b45ba82b750f229811e2 \
     --hash=sha256:0e2b1fac190ae3ebfe37b979cc1ce69c81f4e4fe5746bb401dca63a9062cdaf1 \
@@ -75,7 +75,7 @@ cffi==1.17.1 ; os_name == "nt" and implementation_name != "pypy" and python_vers
     --hash=sha256:f79fc4fc25f1c8698ff97788206bb3c2598949bfe0fef03d299eb1b5356ada99 \
     --hash=sha256:f7f5baafcc48261359e14bcd6d9bff6d4b28d9103847c9e136694cb0501aef87 \
     --hash=sha256:fc48c783f9c87e60831201f2cce7f3b2e4846bf4d8728eabe54d60700b318a0b
-charset-normalizer==3.4.0 ; python_version >= "3.10" and python_version < "4.0" \
+charset-normalizer==3.4.0 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:0099d79bdfcf5c1f0c2c72f91516702ebf8b0b8ddd8905f97a8aecf49712c621 \
     --hash=sha256:0713f3adb9d03d49d365b70b84775d0a0d18e4ab08d12bc46baa6132ba78aaf6 \
     --hash=sha256:07afec21bbbbf8a5cc3651aa96b980afe2526e7f048fdfb7f1014d84acc8b6d8 \
@@ -181,78 +181,490 @@ charset-normalizer==3.4.0 ; python_version >= "3.10" and python_version < "4.0"
     --hash=sha256:f606a1881d2663630ea5b8ce2efe2111740df4b687bd78b34a8131baa007f79b \
     --hash=sha256:fe9f97feb71aa9896b81973a7bbada8c49501dc73e58a10fcef6663af95e5079 \
     --hash=sha256:ffc519621dce0c767e96b9c53f09c5d215578e10b02c285809f76509a3931482
+colorama==0.4.6 ; python_version >= "3.10" and python_version < "3.13" and (sys_platform == "win32" or platform_system == "Windows") \
+    --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+contourpy==1.3.1 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:041b640d4ec01922083645a94bb3b2e777e6b626788f4095cf21abbe266413c1 \
+    --hash=sha256:05e806338bfeaa006acbdeba0ad681a10be63b26e1b17317bfac3c5d98f36cda \
+    --hash=sha256:08d9d449a61cf53033612cb368f3a1b26cd7835d9b8cd326647efe43bca7568d \
+    --hash=sha256:0ffa84be8e0bd33410b17189f7164c3589c229ce5db85798076a3fa136d0e509 \
+    --hash=sha256:113231fe3825ebf6f15eaa8bc1f5b0ddc19d42b733345eae0934cb291beb88b6 \
+    --hash=sha256:14c102b0eab282427b662cb590f2e9340a9d91a1c297f48729431f2dcd16e14f \
+    --hash=sha256:174e758c66bbc1c8576992cec9599ce8b6672b741b5d336b5c74e35ac382b18e \
+    --hash=sha256:19c1555a6801c2f084c7ddc1c6e11f02eb6a6016ca1318dd5452ba3f613a1751 \
+    --hash=sha256:19d40d37c1c3a4961b4619dd9d77b12124a453cc3d02bb31a07d58ef684d3d86 \
+    --hash=sha256:1bf98051f1045b15c87868dbaea84f92408337d4f81d0e449ee41920ea121d3b \
+    --hash=sha256:20914c8c973f41456337652a6eeca26d2148aa96dd7ac323b74516988bea89fc \
+    --hash=sha256:287ccc248c9e0d0566934e7d606201abd74761b5703d804ff3df8935f523d546 \
+    --hash=sha256:2ba94a401342fc0f8b948e57d977557fbf4d515f03c67682dd5c6191cb2d16ec \
+    --hash=sha256:31c1b55c1f34f80557d3830d3dd93ba722ce7e33a0b472cba0ec3b6535684d8f \
+    --hash=sha256:36987a15e8ace5f58d4d5da9dca82d498c2bbb28dff6e5d04fbfcc35a9cb3a82 \
+    --hash=sha256:3a04ecd68acbd77fa2d39723ceca4c3197cb2969633836ced1bea14e219d077c \
+    --hash=sha256:3e8b974d8db2c5610fb4e76307e265de0edb655ae8169e8b21f41807ccbeec4b \
+    --hash=sha256:3ea9924d28fc5586bf0b42d15f590b10c224117e74409dd7a0be3b62b74a501c \
+    --hash=sha256:4318af1c925fb9a4fb190559ef3eec206845f63e80fb603d47f2d6d67683901c \
+    --hash=sha256:44a29502ca9c7b5ba389e620d44f2fbe792b1fb5734e8b931ad307071ec58c53 \
+    --hash=sha256:47734d7073fb4590b4a40122b35917cd77be5722d80683b249dac1de266aac80 \
+    --hash=sha256:4d76d5993a34ef3df5181ba3c92fabb93f1eaa5729504fb03423fcd9f3177242 \
+    --hash=sha256:4dbbc03a40f916a8420e420d63e96a1258d3d1b58cbdfd8d1f07b49fcbd38e85 \
+    --hash=sha256:500360b77259914f7805af7462e41f9cb7ca92ad38e9f94d6c8641b089338124 \
+    --hash=sha256:523a8ee12edfa36f6d2a49407f705a6ef4c5098de4f498619787e272de93f2d5 \
+    --hash=sha256:573abb30e0e05bf31ed067d2f82500ecfdaec15627a59d63ea2d95714790f5c2 \
+    --hash=sha256:5b75aa69cb4d6f137b36f7eb2ace9280cfb60c55dc5f61c731fdf6f037f958a3 \
+    --hash=sha256:61332c87493b00091423e747ea78200659dc09bdf7fd69edd5e98cef5d3e9a8d \
+    --hash=sha256:805617228ba7e2cbbfb6c503858e626ab528ac2a32a04a2fe88ffaf6b02c32bc \
+    --hash=sha256:841ad858cff65c2c04bf93875e384ccb82b654574a6d7f30453a04f04af71342 \
+    --hash=sha256:89785bb2a1980c1bd87f0cb1517a71cde374776a5f150936b82580ae6ead44a1 \
+    --hash=sha256:8eb96e79b9f3dcadbad2a3891672f81cdcab7f95b27f28f1c67d75f045b6b4f1 \
+    --hash=sha256:974d8145f8ca354498005b5b981165b74a195abfae9a8129df3e56771961d595 \
+    --hash=sha256:9ddeb796389dadcd884c7eb07bd14ef12408aaae358f0e2ae24114d797eede30 \
+    --hash=sha256:a045f341a77b77e1c5de31e74e966537bba9f3c4099b35bf4c2e3939dd54cdab \
+    --hash=sha256:a0cffcbede75c059f535725c1680dfb17b6ba8753f0c74b14e6a9c68c29d7ea3 \
+    --hash=sha256:a761d9ccfc5e2ecd1bf05534eda382aa14c3e4f9205ba5b1684ecfe400716ef2 \
+    --hash=sha256:a7895f46d47671fa7ceec40f31fae721da51ad34bdca0bee83e38870b1f47ffd \
+    --hash=sha256:a9fa36448e6a3a1a9a2ba23c02012c43ed88905ec80163f2ffe2421c7192a5d7 \
+    --hash=sha256:ab29962927945d89d9b293eabd0d59aea28d887d4f3be6c22deaefbb938a7277 \
+    --hash=sha256:abbb49fb7dac584e5abc6636b7b2a7227111c4f771005853e7d25176daaf8453 \
+    --hash=sha256:ac4578ac281983f63b400f7fe6c101bedc10651650eef012be1ccffcbacf3697 \
+    --hash=sha256:adce39d67c0edf383647a3a007de0a45fd1b08dedaa5318404f1a73059c2512b \
+    --hash=sha256:ade08d343436a94e633db932e7e8407fe7de8083967962b46bdfc1b0ced39454 \
+    --hash=sha256:b2bdca22a27e35f16794cf585832e542123296b4687f9fd96822db6bae17bfc9 \
+    --hash=sha256:b2f926efda994cdf3c8d3fdb40b9962f86edbc4457e739277b961eced3d0b4c1 \
+    --hash=sha256:b457d6430833cee8e4b8e9b6f07aa1c161e5e0d52e118dc102c8f9bd7dd060d6 \
+    --hash=sha256:c414fc1ed8ee1dbd5da626cf3710c6013d3d27456651d156711fa24f24bd1291 \
+    --hash=sha256:cb76c1a154b83991a3cbbf0dfeb26ec2833ad56f95540b442c73950af2013750 \
+    --hash=sha256:dfd97abd83335045a913e3bcc4a09c0ceadbe66580cf573fe961f4a825efa699 \
+    --hash=sha256:e914a8cb05ce5c809dd0fe350cfbb4e881bde5e2a38dc04e3afe1b3e58bd158e \
+    --hash=sha256:ece6df05e2c41bd46776fbc712e0996f7c94e0d0543af1656956d150c4ca7c81 \
+    --hash=sha256:efa874e87e4a647fd2e4f514d5e91c7d493697127beb95e77d2f7561f6905bd9 \
+    --hash=sha256:f611e628ef06670df83fce17805c344710ca5cde01edfdc72751311da8585375
+cycler==0.12.1 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
+    --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
+et-xmlfile==2.0.0 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa \
+    --hash=sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54
 exceptiongroup==1.2.2 ; python_version >= "3.10" and python_version < "3.11" \
     --hash=sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b \
     --hash=sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc
-h11==0.14.0 ; python_version >= "3.10" and python_version < "4.0" \
+flexcache==0.3 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:18743bd5a0621bfe2cf8d519e4c3bfdf57a269c15d1ced3fb4b64e0ff4600656 \
+    --hash=sha256:d43c9fea82336af6e0115e308d9d33a185390b8346a017564611f1466dcd2e32
+flexparser==0.4 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:266d98905595be2ccc5da964fe0a2c3526fbbffdc45b65b3146d75db992ef6b2 \
+    --hash=sha256:3738b456192dcb3e15620f324c447721023c0293f6af9955b481e91d00179846
+fonttools==4.55.0 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:00f7cf55ad58a57ba421b6a40945b85ac7cc73094fb4949c41171d3619a3a47e \
+    --hash=sha256:01124f2ca6c29fad4132d930da69158d3f49b2350e4a779e1efbe0e82bd63f6c \
+    --hash=sha256:12db5888cd4dd3fcc9f0ee60c6edd3c7e1fd44b7dd0f31381ea03df68f8a153f \
+    --hash=sha256:161d1ac54c73d82a3cded44202d0218ab007fde8cf194a23d3dd83f7177a2f03 \
+    --hash=sha256:1f0e115281a32ff532118aa851ef497a1b7cda617f4621c1cdf81ace3e36fb0c \
+    --hash=sha256:23bbbb49bec613a32ed1b43df0f2b172313cee690c2509f1af8fdedcf0a17438 \
+    --hash=sha256:2863555ba90b573e4201feaf87a7e71ca3b97c05aa4d63548a4b69ea16c9e998 \
+    --hash=sha256:2b3ab90ec0f7b76c983950ac601b58949f47aca14c3f21eed858b38d7ec42b05 \
+    --hash=sha256:31d00f9852a6051dac23294a4cf2df80ced85d1d173a61ba90a3d8f5abc63c60 \
+    --hash=sha256:33b52a9cfe4e658e21b1f669f7309b4067910321757fec53802ca8f6eae96a5a \
+    --hash=sha256:37dbb3fdc2ef7302d3199fb12468481cbebaee849e4b04bc55b77c24e3c49189 \
+    --hash=sha256:3e569711464f777a5d4ef522e781dc33f8095ab5efd7548958b36079a9f2f88c \
+    --hash=sha256:3f901cef813f7c318b77d1c5c14cf7403bae5cb977cede023e22ba4316f0a8f6 \
+    --hash=sha256:51c029d4c0608a21a3d3d169dfc3fb776fde38f00b35ca11fdab63ba10a16f61 \
+    --hash=sha256:5435e5f1eb893c35c2bc2b9cd3c9596b0fcb0a59e7a14121562986dd4c47b8dd \
+    --hash=sha256:553bd4f8cc327f310c20158e345e8174c8eed49937fb047a8bda51daf2c353c8 \
+    --hash=sha256:55718e8071be35dff098976bc249fc243b58efa263768c611be17fe55975d40a \
+    --hash=sha256:61dc0a13451143c5e987dec5254d9d428f3c2789a549a7cf4f815b63b310c1cc \
+    --hash=sha256:636caaeefe586d7c84b5ee0734c1a5ab2dae619dc21c5cf336f304ddb8f6001b \
+    --hash=sha256:6c99b5205844f48a05cb58d4a8110a44d3038c67ed1d79eb733c4953c628b0f6 \
+    --hash=sha256:7208856f61770895e79732e1dcbe49d77bd5783adf73ae35f87fcc267df9db81 \
+    --hash=sha256:732a9a63d6ea4a81b1b25a1f2e5e143761b40c2e1b79bb2b68e4893f45139a40 \
+    --hash=sha256:7636acc6ab733572d5e7eec922b254ead611f1cdad17be3f0be7418e8bfaca71 \
+    --hash=sha256:7dd91ac3fcb4c491bb4763b820bcab6c41c784111c24172616f02f4bc227c17d \
+    --hash=sha256:8118dc571921dc9e4b288d9cb423ceaf886d195a2e5329cc427df82bba872cd9 \
+    --hash=sha256:81ffd58d2691f11f7c8438796e9f21c374828805d33e83ff4b76e4635633674c \
+    --hash=sha256:838d2d8870f84fc785528a692e724f2379d5abd3fc9dad4d32f91cf99b41e4a7 \
+    --hash=sha256:8c9679fc0dd7e8a5351d321d8d29a498255e69387590a86b596a45659a39eb0d \
+    --hash=sha256:9ce4ba6981e10f7e0ccff6348e9775ce25ffadbee70c9fd1a3737e3e9f5fa74f \
+    --hash=sha256:a656652e1f5d55b9728937a7e7d509b73d23109cddd4e89ee4f49bde03b736c6 \
+    --hash=sha256:a7ad1f1b98ab6cb927ab924a38a8649f1ffd7525c75fe5b594f5dab17af70e18 \
+    --hash=sha256:aa046f6a63bb2ad521004b2769095d4c9480c02c1efa7d7796b37826508980b6 \
+    --hash=sha256:abe62987c37630dca69a104266277216de1023cf570c1643bb3a19a9509e7a1b \
+    --hash=sha256:b2e526b325a903868c62155a6a7e24df53f6ce4c5c3160214d8fe1be2c41b478 \
+    --hash=sha256:b5263d8e7ef3c0ae87fbce7f3ec2f546dc898d44a337e95695af2cd5ea21a967 \
+    --hash=sha256:b7ef9068a1297714e6fefe5932c33b058aa1d45a2b8be32a4c6dee602ae22b5c \
+    --hash=sha256:bca35b4e411362feab28e576ea10f11268b1aeed883b9f22ed05675b1e06ac69 \
+    --hash=sha256:ca7fd6987c68414fece41c96836e945e1f320cda56fc96ffdc16e54a44ec57a2 \
+    --hash=sha256:d12081729280c39d001edd0f4f06d696014c26e6e9a0a55488fabc37c28945e4 \
+    --hash=sha256:dd2820a8b632f3307ebb0bf57948511c2208e34a4939cf978333bc0a3f11f838 \
+    --hash=sha256:e198e494ca6e11f254bac37a680473a311a88cd40e58f9cc4dc4911dfb686ec6 \
+    --hash=sha256:e7e6a352ff9e46e8ef8a3b1fe2c4478f8a553e1b5a479f2e899f9dc5f2055880 \
+    --hash=sha256:e8e67974326af6a8879dc2a4ec63ab2910a1c1a9680ccd63e4a690950fceddbe \
+    --hash=sha256:f0a4b52238e7b54f998d6a56b46a2c56b59c74d4f8a6747fb9d4042190f37cd3 \
+    --hash=sha256:f27526042efd6f67bfb0cc2f1610fa20364396f8b1fc5edb9f45bb815fb090b2 \
+    --hash=sha256:f307f6b5bf9e86891213b293e538d292cd1677e06d9faaa4bf9c086ad5f132f6 \
+    --hash=sha256:f46b863d74bab7bb0d395f3b68d3f52a03444964e67ce5c43ce43a75efce9246 \
+    --hash=sha256:f50a1f455902208486fbca47ce33054208a4e437b38da49d6721ce2fef732fcf \
+    --hash=sha256:f8c8c76037d05652510ae45be1cd8fb5dd2fd9afec92a25374ac82255993d57c \
+    --hash=sha256:fa34aa175c91477485c44ddfbb51827d470011e558dfd5c7309eb31bef19ec51
+globalwarmingpotentials==0.11.1 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:0f208afdaea1e464b1d2f760f06ab09e3870876c48a322252536809a5087ed11 \
+    --hash=sha256:c0d98d6fe7fb7d21bc2c17d7b41dfdf5a08b3a80778943e1f0d2f7f29372038b
+h11==0.14.0 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d \
     --hash=sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761
-idna==3.10 ; python_version >= "3.10" and python_version < "4.0" \
+h5netcdf==1.4.1 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:7c8401ab807ff37c9798edc90d99467595892e6c541a5d5abeb8f53aab5335fe \
+    --hash=sha256:dd86c78ae69b92b16aa8a3c1ff3a14e7622571b5788dcf6d8b68569035bf71ce
+h5py==3.12.1 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:018a4597f35092ae3fb28ee851fdc756d2b88c96336b8480e124ce1ac6fb9166 \
+    --hash=sha256:050a4f2c9126054515169c49cb900949814987f0c7ae74c341b0c9f9b5056834 \
+    --hash=sha256:06a903a4e4e9e3ebbc8b548959c3c2552ca2d70dac14fcfa650d9261c66939ed \
+    --hash=sha256:1473348139b885393125126258ae2d70753ef7e9cec8e7848434f385ae72069e \
+    --hash=sha256:2f0f1a382cbf494679c07b4371f90c70391dedb027d517ac94fa2c05299dacda \
+    --hash=sha256:326d70b53d31baa61f00b8aa5f95c2fcb9621a3ee8365d770c551a13dbbcbfdf \
+    --hash=sha256:3b15d8dbd912c97541312c0e07438864d27dbca857c5ad634de68110c6beb1c2 \
+    --hash=sha256:3fdf95092d60e8130ba6ae0ef7a9bd4ade8edbe3569c13ebbaf39baefffc5ba4 \
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+    --hash=sha256:513171e90ed92236fc2ca363ce7a2fc6f2827375efcbb0cc7fbdd7fe11fecafc \
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+    --hash=sha256:84342bffd1f82d4f036433e7039e241a243531a1d3acd7341b35ae58cdab05bf \
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+    --hash=sha256:ba51c0c5e029bb5420a343586ff79d56e7455d496d18a30309616fdbeed1068f \
+    --hash=sha256:cb65f619dfbdd15e662423e8d257780f9a66677eae5b4b3fc9dca70b5fd2d2a3 \
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+    --hash=sha256:d3e465aee0ec353949f0f46bf6c6f9790a2006af896cee7c178a8c3e5090aa32 \
+    --hash=sha256:e4d51919110a030913201422fb07987db4338eba5ec8c5a15d6fab8e03d443fc
+idna==3.10 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9 \
     --hash=sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3
-numpy==2.1.3 ; python_version >= "3.10" and python_version <= "3.11" or python_version >= "3.12" and python_version < "4.0" \
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-    --hash=sha256:fa2d1337dc61c8dc417fbccf20f6d1e139896a30721b7f1e832b2bb6ef4eb6c4
-outcome==1.3.0.post0 ; python_version >= "3.10" and python_version < "4.0" \
+kiwisolver==1.4.7 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:073a36c8273647592ea332e816e75ef8da5c303236ec0167196793eb1e34657a \
+    --hash=sha256:08471d4d86cbaec61f86b217dd938a83d85e03785f51121e791a6e6689a3be95 \
+    --hash=sha256:0c18ec74c0472de033e1bebb2911c3c310eef5649133dd0bedf2a169a1b269e5 \
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+    --hash=sha256:f9a9e8a507420fe35992ee9ecb302dab68550dedc0da9e2880dd88071c5fb052
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+    --hash=sha256:14f0e4bf2fd2d9a75a3534111e8ebeb08eda2f33e9bdd6dfa13282afacdde0ed \
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+    --hash=sha256:6912a87782acdff6eb8bf01675ed01d60ca1f2551f8176a300a886f09e836a6a \
+    --hash=sha256:6d4fd101f571a31acb1559ae1af30f30b1dc4b3186669f92ad780e17c81e91bc \
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+    --hash=sha256:f99b600aa7f65235a5a05d0b9a9f31150c390f31261f2a0ba678e26823ec38f7
+loguru==0.7.2 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:003d71e3d3ed35f0f8984898359d65b79e5b21943f78af86aa5491210429b8eb \
+    --hash=sha256:e671a53522515f34fd406340ee968cb9ecafbc4b36c679da03c18fd8d0bd51ac
+matplotlib==3.9.2 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:039082812cacd6c6bec8e17a9c1e6baca230d4116d522e81e1f63a74d01d2e21 \
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+    --hash=sha256:f7c0410f181a531ec4e93bbc27692f2c71a15c2da16766f5ba9761e7ae518413
+msgpack==1.1.0 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:06f5fd2f6bb2a7914922d935d3b8bb4a7fff3a9a91cfce6d06c13bc42bec975b \
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+    --hash=sha256:64fc9068d701233effd61b19efb1485587560b66fe57b3e50d29c5d78e7fef68 \
+    --hash=sha256:65553c9b6da8166e819a6aa90ad15288599b340f91d18f60b2061f402b9a4915 \
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+    --hash=sha256:c40ffa9a15d74e05ba1fe2681ea33b9caffd886675412612d93ab17b58ea2fec \
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+    --hash=sha256:c921af52214dcbb75e6bdf6a661b23c3e6417f00c603dd2070bccb5c3ef499f5 \
+    --hash=sha256:d46cf9e3705ea9485687aa4001a76e44748b609d260af21c4ceea7f2212a501d \
+    --hash=sha256:d8ce0b22b890be5d252de90d0e0d119f363012027cf256185fc3d474c44b1b9e \
+    --hash=sha256:dd432ccc2c72b914e4cb77afce64aab761c1137cc698be3984eee260bcb2896e \
+    --hash=sha256:e0856a2b7e8dcb874be44fea031d22e5b3a19121be92a1e098f46068a11b0870 \
+    --hash=sha256:e1f3c3d21f7cf67bcf2da8e494d30a75e4cf60041d98b3f79875afb5b96f3a3f \
+    --hash=sha256:f1ba6136e650898082d9d5a5217d5906d1e138024f836ff48691784bbe1adf96 \
+    --hash=sha256:f3e9b4936df53b970513eac1758f3882c88658a220b58dcc1e39606dccaaf01c \
+    --hash=sha256:f80bc7d47f76089633763f952e67f8214cb7b3ee6bfa489b3cb6a84cfac114cd \
+    --hash=sha256:fd2906780f25c8ed5d7b323379f6138524ba793428db5d0e9d226d3fa6aa1788
+numba==0.60.0 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:01ef4cd7d83abe087d644eaa3d95831b777aa21d441a23703d649e06b8e06b74 \
+    --hash=sha256:0b983bd6ad82fe868493012487f34eae8bf7dd94654951404114f23c3466d34b \
+    --hash=sha256:0ebaa91538e996f708f1ab30ef4d3ddc344b64b5227b67a57aa74f401bb68b9d \
+    --hash=sha256:1527dc578b95c7c4ff248792ec33d097ba6bef9eda466c948b68dfc995c25781 \
+    --hash=sha256:159e618ef213fba758837f9837fb402bbe65326e60ba0633dbe6c7f274d42c1b \
+    --hash=sha256:19407ced081d7e2e4b8d8c36aa57b7452e0283871c296e12d798852bc7d7f198 \
+    --hash=sha256:3031547a015710140e8c87226b4cfe927cac199835e5bf7d4fe5cb64e814e3ab \
+    --hash=sha256:38d6ea4c1f56417076ecf8fc327c831ae793282e0ff51080c5094cb726507b1c \
+    --hash=sha256:3fb02b344a2a80efa6f677aa5c40cd5dd452e1b35f8d1c2af0dfd9ada9978e4b \
+    --hash=sha256:4142d7ac0210cc86432b818338a2bc368dc773a2f5cf1e32ff7c5b378bd63ee8 \
+    --hash=sha256:5d761de835cd38fb400d2c26bb103a2726f548dc30368853121d66201672e651 \
+    --hash=sha256:5df6158e5584eece5fc83294b949fd30b9f1125df7708862205217e068aabf16 \
+    --hash=sha256:5f4fde652ea604ea3c86508a3fb31556a6157b2c76c8b51b1d45eb40c8598703 \
+    --hash=sha256:62908d29fb6a3229c242e981ca27e32a6e606cc253fc9e8faeb0e48760de241e \
+    --hash=sha256:819a3dfd4630d95fd574036f99e47212a1af41cbcb019bf8afac63ff56834449 \
+    --hash=sha256:a17b70fc9e380ee29c42717e8cc0bfaa5556c416d94f9aa96ba13acb41bdece8 \
+    --hash=sha256:c151748cd269ddeab66334bd754817ffc0cabd9433acb0f551697e5151917d25 \
+    --hash=sha256:cac02c041e9b5bc8cf8f2034ff6f0dbafccd1ae9590dc146b3a02a45e53af4e2 \
+    --hash=sha256:d7da4098db31182fc5ffe4bc42c6f24cd7d1cb8a14b59fd755bfee32e34b8404 \
+    --hash=sha256:f75262e8fe7fa96db1dca93d53a194a38c46da28b112b8a4aca168f0df860347 \
+    --hash=sha256:fe0b28abb8d70f8160798f4de9d486143200f34458d34c4a214114e445d7124e
+numbagg==0.8.2 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:636fc6756b8ca9adca730512dd15c5dcc9b28a93ffc003f0258dec72ee90937a \
+    --hash=sha256:6a1be69dddb23551396fd9847b3ba390c8283a2819ae5777f7de1a49e59a90f1
+numpy==1.26.4 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:03a8c78d01d9781b28a6989f6fa1bb2c4f2d51201cf99d3dd875df6fbd96b23b \
+    --hash=sha256:08beddf13648eb95f8d867350f6a018a4be2e5ad54c8d8caed89ebca558b2818 \
+    --hash=sha256:1af303d6b2210eb850fcf03064d364652b7120803a0b872f5211f5234b399f20 \
+    --hash=sha256:1dda2e7b4ec9dd512f84935c5f126c8bd8b9f2fc001e9f54af255e8c5f16b0e0 \
+    --hash=sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010 \
+    --hash=sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a \
+    --hash=sha256:3373d5d70a5fe74a2c1bb6d2cfd9609ecf686d47a2d7b1d37a8f3b6bf6003aea \
+    --hash=sha256:47711010ad8555514b434df65f7d7b076bb8261df1ca9bb78f53d3b2db02e95c \
+    --hash=sha256:4c66707fabe114439db9068ee468c26bbdf909cac0fb58686a42a24de1760c71 \
+    --hash=sha256:50193e430acfc1346175fcbdaa28ffec49947a06918b7b92130744e81e640110 \
+    --hash=sha256:52b8b60467cd7dd1e9ed082188b4e6bb35aa5cdd01777621a1658910745b90be \
+    --hash=sha256:60dedbb91afcbfdc9bc0b1f3f402804070deed7392c23eb7a7f07fa857868e8a \
+    --hash=sha256:62b8e4b1e28009ef2846b4c7852046736bab361f7aeadeb6a5b89ebec3c7055a \
+    --hash=sha256:666dbfb6ec68962c033a450943ded891bed2d54e6755e35e5835d63f4f6931d5 \
+    --hash=sha256:675d61ffbfa78604709862923189bad94014bef562cc35cf61d3a07bba02a7ed \
+    --hash=sha256:679b0076f67ecc0138fd2ede3a8fd196dddc2ad3254069bcb9faf9a79b1cebcd \
+    --hash=sha256:7349ab0fa0c429c82442a27a9673fc802ffdb7c7775fad780226cb234965e53c \
+    --hash=sha256:7ab55401287bfec946ced39700c053796e7cc0e3acbef09993a9ad2adba6ca6e \
+    --hash=sha256:7e50d0a0cc3189f9cb0aeb3a6a6af18c16f59f004b866cd2be1c14b36134a4a0 \
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+    --hash=sha256:96ff0b2ad353d8f990b63294c8986f1ec3cb19d749234014f4e7eb0112ceba5a \
+    --hash=sha256:9fad7dcb1aac3c7f0584a5a8133e3a43eeb2fe127f47e3632d43d677c66c102b \
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+    --hash=sha256:a354325ee03388678242a4d7ebcd08b5c727033fcff3b2f536aea978e15ee9e6 \
+    --hash=sha256:a4abb4f9001ad2858e7ac189089c42178fcce737e4169dc61321660f1a96c7d2 \
+    --hash=sha256:ab47dbe5cc8210f55aa58e4805fe224dac469cde56b9f731a4c098b91917159a \
+    --hash=sha256:afedb719a9dcfc7eaf2287b839d8198e06dcd4cb5d276a3df279231138e83d30 \
+    --hash=sha256:b3ce300f3644fb06443ee2222c2201dd3a89ea6040541412b8fa189341847218 \
+    --hash=sha256:b97fe8060236edf3662adfc2c633f56a08ae30560c56310562cb4f95500022d5 \
+    --hash=sha256:bfe25acf8b437eb2a8b2d49d443800a5f18508cd811fea3181723922a8a82b07 \
+    --hash=sha256:cd25bcecc4974d09257ffcd1f098ee778f7834c3ad767fe5db785be9a4aa9cb2 \
+    --hash=sha256:d209d8969599b27ad20994c8e41936ee0964e6da07478d6c35016bc386b66ad4 \
+    --hash=sha256:d5241e0a80d808d70546c697135da2c613f30e28251ff8307eb72ba696945764 \
+    --hash=sha256:edd8b5fe47dab091176d21bb6de568acdd906d1887a4584a15a9a96a1dca06ef \
+    --hash=sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3 \
+    --hash=sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f
+openpyxl==3.1.5 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2 \
+    --hash=sha256:cf0e3cf56142039133628b5acffe8ef0c12bc902d2aadd3e0fe5878dc08d1050
+openscm-units==0.6.3 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:36f4e62b7622498df82895fbb89a63e19e2e686a74ad28e0679dd8f46d3c59b9 \
+    --hash=sha256:3837e2d6fe2f641e63c731787fcaad8e6e3baabb62d673f2903bfcc863e8fce8
+outcome==1.3.0.post0 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:9dcf02e65f2971b80047b377468e72a268e15c0af3cf1238e6ff14f7f91143b8 \
     --hash=sha256:e771c5ce06d1415e356078d3bdd68523f284b4ce5419828922b6871e65eda82b
-packaging==24.2 ; python_version >= "3.10" and python_version < "4.0" \
+packaging==24.2 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759 \
     --hash=sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f
-pandas==2.2.3 ; python_version >= "3.10" and python_version < "4.0" \
+pandas==2.2.3 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:062309c1b9ea12a50e8ce661145c6aab431b1e99530d3cd60640e255778bd43a \
     --hash=sha256:15c0e1e02e93116177d29ff83e8b1619c93ddc9c49083f237d4312337a61165d \
     --hash=sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5 \
@@ -295,73 +707,258 @@ pandas==2.2.3 ; python_version >= "3.10" and python_version < "4.0" \
     --hash=sha256:f00d1345d84d8c86a63e476bb4955e46458b304b9575dcf71102b5c705320015 \
     --hash=sha256:f3a255b2c19987fbbe62a9dfd6cff7ff2aa9ccab3fc75218fd4b7530f01efa24 \
     --hash=sha256:fffb8ae78d8af97f849404f21411c95062db1496aeb3e56f146f0355c9989319
-pycparser==2.22 ; os_name == "nt" and implementation_name != "pypy" and python_version >= "3.10" and python_version < "4.0" \
+pillow==11.0.0 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:00177a63030d612148e659b55ba99527803288cea7c75fb05766ab7981a8c1b7 \
+    --hash=sha256:006bcdd307cc47ba43e924099a038cbf9591062e6c50e570819743f5607404f5 \
+    --hash=sha256:084a07ef0821cfe4858fe86652fffac8e187b6ae677e9906e192aafcc1b69903 \
+    --hash=sha256:0ae08bd8ffc41aebf578c2af2f9d8749d91f448b3bfd41d7d9ff573d74f2a6b2 \
+    --hash=sha256:0e038b0745997c7dcaae350d35859c9715c71e92ffb7e0f4a8e8a16732150f38 \
+    --hash=sha256:1187739620f2b365de756ce086fdb3604573337cc28a0d3ac4a01ab6b2d2a6d2 \
+    --hash=sha256:16095692a253047fe3ec028e951fa4221a1f3ed3d80c397e83541a3037ff67c9 \
+    --hash=sha256:1a61b54f87ab5786b8479f81c4b11f4d61702830354520837f8cc791ebba0f5f \
+    --hash=sha256:1c1d72714f429a521d8d2d018badc42414c3077eb187a59579f28e4270b4b0fc \
+    --hash=sha256:1e2688958a840c822279fda0086fec1fdab2f95bf2b717b66871c4ad9859d7e8 \
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+    --hash=sha256:f02541ef64077f22bf4924f225c0fd1248c168f86e4b7abdedd87d6ebaceab0f \
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+    --hash=sha256:fba162b8872d30fea8c52b258a542c5dfd7b235fb5cb352240c8d63b414013eb \
+    --hash=sha256:fbbcb7b57dc9c794843e3d1258c0fbf0f48656d46ffe9e09b63bbd6e8cd5d0a2 \
+    --hash=sha256:fcb4621042ac4b7865c179bb972ed0da0218a076dc1820ffc48b1d74c1e37fe9
+pint-xarray==0.4 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:b6b737a9c46dfb14a8598c27a71100496994c9d79dab61fd77f0d2685ae7065e \
+    --hash=sha256:dcbbd6e6257817828b5cf7915254a8031d7a1e94df110218d280f3a1b956d4f5
+pint==0.24.4 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:35275439b574837a6cd3020a5a4a73645eb125ce4152a73a2f126bf164b91b80 \
+    --hash=sha256:aa54926c8772159fcf65f82cc0d34de6768c151b32ad1deb0331291c38fe7659
+platformdirs==4.3.6 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907 \
+    --hash=sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb
+primap2==0.11.2 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:68e52689b42a938eb0bca22a447c95029594c7aa78353b2708b52fb1c62aaefd \
+    --hash=sha256:92b2553ed3874ed08a845b73c526a134e37ebc5510e4f021a78a208258d532ec
+pycountry==24.6.1 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:b61b3faccea67f87d10c1f2b0fc0be714409e8fcdcc1315613174f6466c10221 \
+    --hash=sha256:f1a4fb391cd7214f8eefd39556d740adcc233c778a27f8942c8dca351d6ce06f
+pycparser==2.22 ; os_name == "nt" and implementation_name != "pypy" and python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6 \
     --hash=sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc
-pysocks==1.7.1 ; python_version >= "3.10" and python_version < "4.0" \
+pyparsing==3.2.0 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:93d9577b88da0bbea8cc8334ee8b918ed014968fd2ec383e868fb8afb1ccef84 \
+    --hash=sha256:cbf74e27246d595d9a74b186b810f6fbb86726dbf3b9532efb343f6d7294fe9c
+pysocks==1.7.1 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:08e69f092cc6dbe92a0fdd16eeb9b9ffbc13cadfe5ca4c7bd92ffb078b293299 \
     --hash=sha256:2725bd0a9925919b9b51739eea5f9e2bae91e83288108a9ad338b2e3a4435ee5 \
     --hash=sha256:3f8804571ebe159c380ac6de37643bb4685970655d3bba243530d6558b799aa0
-python-dateutil==2.9.0.post0 ; python_version >= "3.10" and python_version < "4.0" \
+python-dateutil==2.9.0.post0 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
     --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
-python-dotenv==1.0.1 ; python_version >= "3.10" and python_version < "4.0" \
+python-dotenv==1.0.1 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca \
     --hash=sha256:f7b63ef50f1b690dddf550d03497b66d609393b40b564ed0d674909a68ebf16a
-pytz==2024.2 ; python_version >= "3.10" and python_version < "4.0" \
+pytz==2024.2 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a \
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-requests==2.32.3 ; python_version >= "3.10" and python_version < "4.0" \
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     --hash=sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760 \
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-selenium==4.26.1 ; python_version >= "3.10" and python_version < "4.0" \
+ruamel-yaml-clib==0.2.12 ; platform_python_implementation == "CPython" and python_version < "3.13" and python_version >= "3.10" \
+    --hash=sha256:040ae85536960525ea62868b642bdb0c2cc6021c9f9d507810c0c604e66f5a7b \
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+    --hash=sha256:fd5415dded15c3822597455bc02bcd66e81ef8b7a48cb71a33628fc9fdde39df
+ruamel-yaml==0.18.6 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:57b53ba33def16c4f3d807c0ccbc00f8a6081827e81ba2491691b76882d0c636 \
+    --hash=sha256:8b27e6a217e786c6fbe5634d8f3f11bc63e0f80f6a5890f28863d9c45aac311b
+scipy==1.14.1 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:0c2f95de3b04e26f5f3ad5bb05e74ba7f68b837133a4492414b3afd79dfe540e \
+    --hash=sha256:1729560c906963fc8389f6aac023739ff3983e727b1a4d87696b7bf108316a79 \
+    --hash=sha256:278266012eb69f4a720827bdd2dc54b2271c97d84255b2faaa8f161a158c3b37 \
+    --hash=sha256:2843f2d527d9eebec9a43e6b406fb7266f3af25a751aa91d62ff416f54170bc5 \
+    --hash=sha256:2da0469a4ef0ecd3693761acbdc20f2fdeafb69e6819cc081308cc978153c675 \
+    --hash=sha256:2ff0a7e01e422c15739ecd64432743cf7aae2b03f3084288f399affcefe5222d \
+    --hash=sha256:2ff38e22128e6c03ff73b6bb0f85f897d2362f8c052e3b8ad00532198fbdae3f \
+    --hash=sha256:30ac8812c1d2aab7131a79ba62933a2a76f582d5dbbc695192453dae67ad6310 \
+    --hash=sha256:3a1b111fac6baec1c1d92f27e76511c9e7218f1695d61b59e05e0fe04dc59617 \
+    --hash=sha256:4079b90df244709e675cdc8b93bfd8a395d59af40b72e339c2287c91860deb8e \
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+    --hash=sha256:8e32dced201274bf96899e6491d9ba3e9a5f6b336708656466ad0522d8528f69 \
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+    --hash=sha256:b28d2ca4add7ac16ae8bb6632a3c86e4b9e4d52d3e34267f6e1b0c1f8d87e389 \
+    --hash=sha256:b99722ea48b7ea25e8e015e8341ae74624f72e5f21fc2abd45f3a93266de4c5d \
+    --hash=sha256:baff393942b550823bfce952bb62270ee17504d02a1801d7fd0719534dfb9c84 \
+    --hash=sha256:c0ee987efa6737242745f347835da2cc5bb9f1b42996a4d97d5c7ff7928cb6f2 \
+    --hash=sha256:d0d2821003174de06b69e58cef2316a6622b60ee613121199cb2852a873f8cf3 \
+    --hash=sha256:e0cf28db0f24a38b2a0ca33a85a54852586e43cf6fd876365c86e0657cfe7d73 \
+    --hash=sha256:e4f5a7c49323533f9103d4dacf4e4f07078f360743dec7f7596949149efeec06 \
+    --hash=sha256:eb58ca0abd96911932f688528977858681a59d61a7ce908ffd355957f7025cfc \
+    --hash=sha256:edaf02b82cd7639db00dbff629995ef185c8df4c3ffa71a5562a595765a06ce1 \
+    --hash=sha256:fef8c87f8abfb884dac04e97824b61299880c43f4ce675dd2cbeadd3c9b466d2
+selenium==4.26.1 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:1db3f3a0cd5bb07624fa8a3905a6fdde1595a42185a0617077c361dc53d104fb \
     --hash=sha256:7640f3f08ae7f4e450f895678e8a10a55eb4e4ca18311ed675ecc4684b96b683
-six==1.16.0 ; python_version >= "3.10" and python_version < "4.0" \
+six==1.16.0 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926 \
     --hash=sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254
-sniffio==1.3.1 ; python_version >= "3.10" and python_version < "4.0" \
+sniffio==1.3.1 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
     --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
-sortedcontainers==2.4.0 ; python_version >= "3.10" and python_version < "4.0" \
+sortedcontainers==2.4.0 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
     --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
-soupsieve==2.6 ; python_version >= "3.10" and python_version < "4.0" \
+soupsieve==2.6 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb \
     --hash=sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9
-trio-websocket==0.11.1 ; python_version >= "3.10" and python_version < "4.0" \
+strictyaml==1.7.3 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:22f854a5fcab42b5ddba8030a0e4be51ca89af0267961c8d6cfa86395586c407 \
+    --hash=sha256:fb5c8a4edb43bebb765959e420f9b3978d7f1af88c80606c03fb420888f5d1c7
+tqdm==4.67.0 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:0cd8af9d56911acab92182e88d763100d4788bdf421d251616040cc4d44863be \
+    --hash=sha256:fe5a6f95e6fe0b9755e9469b77b9c3cf850048224ecaa8293d7d2d31f97d869a
+trio-websocket==0.11.1 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:18c11793647703c158b1f6e62de638acada927344d534e3c7628eedcb746839f \
     --hash=sha256:520d046b0d030cf970b8b2b2e00c4c2245b3807853ecd44214acd33d74581638
-trio==0.27.0 ; python_version >= "3.10" and python_version < "4.0" \
+trio==0.27.0 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:1dcc95ab1726b2da054afea8fd761af74bad79bd52381b84eae408e983c76831 \
     --hash=sha256:68eabbcf8f457d925df62da780eff15ff5dc68fd6b367e2dde59f7aaf2a0b884
-types-beautifulsoup4==4.12.0.20241020 ; python_version >= "3.10" and python_version < "4.0" \
+types-beautifulsoup4==4.12.0.20241020 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:158370d08d0cd448bd11b132a50ff5279237a5d4b5837beba074de152a513059 \
     --hash=sha256:c95e66ce15a4f5f0835f7fbc5cd886321ae8294f977c495424eaf4225307fd30
-types-html5lib==1.1.11.20241018 ; python_version >= "3.10" and python_version < "4.0" \
+types-html5lib==1.1.11.20241018 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:3f1e064d9ed2c289001ae6392c84c93833abb0816165c6ff0abfc304a779f403 \
     --hash=sha256:98042555ff78d9e3a51c77c918b1041acbb7eb6c405408d8a9e150ff5beccafa
-types-requests==2.32.0.20241016 ; python_version >= "3.10" and python_version < "4.0" \
+types-requests==2.32.0.20241016 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:0d9cad2f27515d0e3e3da7134a1b6f28fb97129d86b867f24d9c726452634d95 \
     --hash=sha256:4195d62d6d3e043a4eaaf08ff8a62184584d2e8684e9d2aa178c7915a7da3747
-typing-extensions==4.12.2 ; python_version >= "3.10" and python_version < "4.0" \
+typing-extensions==4.12.2 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d \
     --hash=sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8
-tzdata==2024.2 ; python_version >= "3.10" and python_version < "4.0" \
+tzdata==2024.2 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc \
     --hash=sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd
-urllib3==2.2.3 ; python_version >= "3.10" and python_version < "4.0" \
+urllib3==2.2.3 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac \
     --hash=sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9
-urllib3[socks]==2.2.3 ; python_version >= "3.10" and python_version < "4.0" \
+urllib3[socks]==2.2.3 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac \
     --hash=sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9
-webdriver-manager==4.0.2 ; python_version >= "3.10" and python_version < "4.0" \
+webdriver-manager==4.0.2 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:75908d92ecc45ff2b9953614459c633db8f9aa1ff30181cefe8696e312908129 \
     --hash=sha256:efedf428f92fd6d5c924a0d054e6d1322dd77aab790e834ee767af392b35590f
-websocket-client==1.8.0 ; python_version >= "3.10" and python_version < "4.0" \
+websocket-client==1.8.0 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526 \
     --hash=sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da
-wsproto==1.2.0 ; python_version >= "3.10" and python_version < "4.0" \
+win32-setctime==1.1.0 ; python_version >= "3.10" and python_version < "3.13" and sys_platform == "win32" \
+    --hash=sha256:15cf5750465118d6929ae4de4eb46e8edae9a5634350c01ba582df868e932cb2 \
+    --hash=sha256:231db239e959c2fe7eb1d7dc129f11172354f98361c4fa2d6d2d7e278baa8aad
+wsproto==1.2.0 ; python_version >= "3.10" and python_version < "3.13" \
     --hash=sha256:ad565f26ecb92588a3e43bc3d96164de84cd9902482b130d0ddbaa9664a85065 \
     --hash=sha256:b9acddd652b585d75b20477888c56642fdade28bdfd3579aa24a4d2c037dd736
+xarray==2024.10.0 ; python_version >= "3.10" and python_version < "3.13" \
+    --hash=sha256:ae1d38cb44a0324dfb61e492394158ae22389bf7de9f3c174309c17376df63a0 \
+    --hash=sha256:e369e2bac430e418c2448e5b96f07da4635f98c1319aa23cfeb3fbcb9a01d2e0
diff --git a/src/faostat_data_primap/read.py b/src/faostat_data_primap/read.py
index 7940c2cd..0da11b3c 100644
--- a/src/faostat_data_primap/read.py
+++ b/src/faostat_data_primap/read.py
@@ -1,25 +1,218 @@
 """read data set"""
-import os
+
 
 import pandas as pd
+import primap2 as pm2
+import pycountry
 
 from src.faostat_data_primap.helper.definitions import downloaded_data_path
 
-# read everything into data frames
-# loop through all domains, but not the relases
-# always use the latest release
-domain = "farm_gate_agriculture_energy"
-release = "2024-11-14"
-dataset_path = downloaded_data_path / domain / release
-all_data = {}
-for item in os.listdir(dataset_path):
-    if item.endswith(".csv"):
-        all_data[item] = pd.read_csv(dataset_path / item)
-
-# Steps:
-# delete columns that are not needed
-# map country names to country ISO3 codes
-# convert to interchange format
+custom_country_mapping_code = {}
+
+custom_country_mapping_name = {
+    # FAO
+    "Bolivia (Plurinational State of)": "BOL",
+    "China, Hong Kong SAR": "HKG",
+    "China, Macao SAR": "MAC",
+    "China, mainland": "CHN",
+    "China, Taiwan Province of": "TWN",
+    "Iran (Islamic Republic of)": "IRN",
+    "Czechoslovakia": "CSK",
+    "Ethiopia PDR": "ETH",
+    "Netherlands (Kingdom of the)": "NLD",
+    "Netherlands Antilles (former)": "ANT",
+    # todo is former Sudan same as the new (north) Sudan
+    "Sudan (former)": "SDN",
+    "USSR": "SUN",
+    "Venezuela (Bolivarian Republic of)": "VEN",
+    "Yugoslav SFR": "YUG",
+    "World": "EARTH",
+    # Andrew cement (probably not needed)
+    "Bonaire, Saint Eustatius and Saba": "BES",
+    "Cape Verde": "CPV",
+    "Democratic Republic of the Congo": "COD",
+    "Faeroe Islands": "FRO",
+    "Micronesia (Federated States of)": "FSM",
+    "Iran": "IRN",
+    "Laos": "LAO",
+    "Occupied Palestinian Territory": "PSE",
+    "Swaziland": "SWZ",
+    "Taiwan": "TWN",
+    "Wallis and Futuna Islands": "WLF",
+}
+
+
+def get_country_code(
+    country_name: str,
+) -> str:
+    """
+    Get country code for country name.
+
+    If the input is a code it will be returned,
+    if the input is not a three-letter code a search will be performed
+
+    Parameters
+    ----------
+    country_name: str
+        Country code or name to get the three-letter code for.
+
+    Returns
+    -------
+        country_code: str
+
+    """
+    # First check if it's in the list of custom codes
+    if country_name in custom_country_mapping_code:
+        country_code = country_name
+    elif country_name in custom_country_mapping_name:
+        country_code = custom_country_mapping_name[country_name]
+    else:
+        try:
+            # check if it's a 3 letter UNFCCC_GHG_data
+            country = pycountry.countries.get(alpha_3=country_name)
+            country_code = country.alpha_3
+        except:
+            try:
+                country = pycountry.countries.search_fuzzy(
+                    country_name.replace("_", " ")
+                )
+            except:
+                msg = f"Cannot map country {country_name} to country code."
+                raise ValueError(msg)
+            if len(country) > 1:
+                country_code = None
+                for current_country in country:
+                    if current_country.name == country_name:
+                        country_code = current_country.alpha_3
+                if country_code is None:
+                    msg = (
+                        f"Country name {country_name} has {len(country)} "
+                        "possible results for country codes."
+                    )
+                    raise ValueError(msg)
+
+            country_code = country[0].alpha_3
+
+    return country_code
+
+
+files_to_read = (
+    (
+        "farm_gate_agriculture_energy",
+        "2024-11-14",
+        "Emissions_Agriculture_Energy_E_All_Data_NOFLAG.csv",
+    ),
+    (
+        "farm_gate_emissions_crops",
+        "2024-11-14",
+        "Emissions_crops_E_All_Data_NOFLAG.csv",
+    ),
+)
+
+for domain, release, filename in files_to_read:
+    dataset_path = downloaded_data_path / domain / release / filename
+    data_pd = pd.read_csv(dataset_path)
+
+    # remove in entries with unit TJ
+    data_pd = data_pd[data_pd["Unit"] != "TJ"]
+
+    # remove the country aggegrates
+    areas_to_remove = [
+        "World",
+        "Africa",
+        "Eastern Africa",
+        "Middle Africa",
+        "Northern Africa",
+        "Southern Africa",
+        "Western Africa",
+        "Americas",
+        "Northern America",
+        "Central America",
+        "Caribbean",
+        "South America",
+        "Asia",
+        "Central Asia",
+        "Eastern Asia",
+        "Southern Asia",
+        "South-eastern Asia",
+        "Western Asia",
+        "Europe",
+        "Eastern Europe",
+        "Northern Europe",
+        "Southern Europe",
+        "Western Europe",
+        "Oceania",
+        "Australia and New Zealand",
+        "Melanesia",
+        "Micronesia",
+        "Polynesia",
+        "Least Developed Countries",
+        "Land Locked Developing Countries",
+        "Small Island Developing States",
+        "Low Income Food Deficit Countries",
+        "Net Food Importing Developing Countries",
+        "Annex I countries",
+        "Non-Annex I countries",
+        "OECD",
+    ]
+
+    data_pd = data_pd[~data_pd["Area"].isin(areas_to_remove)]
+    country_mapping = {c: get_country_code(c) for c in data_pd["Area"].unique()}
+
+    data_pd["country (ISO3)"] = data_pd["Area"].map(country_mapping)
+
+    entity_mapping = {
+        "Emissions (CO2)": "CO2",
+        "Emissions (CH4)": "CH4",
+        "Emissions (N2O)": "N2O",
+    }
+
+    data_pd["entity"] = data_pd["Element"].map(entity_mapping)
+
+    # todo can we do this in primap2 function?
+    data_pd = data_pd.drop(
+        ["Element", "Element Code", "Item Code", "Area Code (M49)", "Area Code"], axis=1
+    )
+
+
+coords_cols = {
+    "area": "country (ISO3)",
+    "category": "Item",
+    "unit": "Unit",
+    "entity": "entity",
+}
+
+coords_terminologies = {"area": "ISO3", "category": "FAOSTAT"}
+
+coords_defaults = {
+    "source": "FAO",
+    "scenario": release,
+}
+
+coords_value_mapping = {}
+filter_keep = {}
+filter_remove = {}
+meta_data = {
+    "references": "tbd",
+    "rights": "tbd",
+    "contact": "tbd",
+    "title": "tbd",
+    "comment": "tbd",
+    "institution": "tbd",
+}
+
+data_if = pm2.pm2io.convert_wide_dataframe_if(
+    data_pd,
+    coords_cols=coords_cols,
+    coords_defaults=coords_defaults,
+    coords_terminologies=coords_terminologies,
+    coords_value_mapping=coords_value_mapping,
+    filter_keep=filter_keep,
+    filter_remove=filter_remove,
+    meta_data=meta_data,
+)
+
+# steps:
 # convert to primap2 format
 # save raw data set
 # convert categories to IPCC2006_PRIMAP standard