diff --git a/.codecov.yml b/.codecov.yml
index 0d76b9f5ada..c3c24e637d1 100644
--- a/.codecov.yml
+++ b/.codecov.yml
@@ -1,7 +1,3 @@
-codecov:
-  notify:
-    require_ci_to_pass: no
-
 coverage:
   status:
     patch:
diff --git a/.coveragerc b/.coveragerc
new file mode 100644
index 00000000000..af5e6896b29
--- /dev/null
+++ b/.coveragerc
@@ -0,0 +1,10 @@
+[paths]
+source =
+    src/
+    /*/site-packages
+
+[run]
+source = tests
+source_pkgs = metpy
+omit =
+    src/metpy/io/_nexrad_msgs/parse_spec.py
diff --git a/.github/workflows/tests-conda.yml b/.github/workflows/tests-conda.yml
index b83e80ebe6a..3d55e1638c2 100644
--- a/.github/workflows/tests-conda.yml
+++ b/.github/workflows/tests-conda.yml
@@ -85,9 +85,13 @@ jobs:
         python -m pip install --no-deps .
 
     - name: Run tests
+      # By running coverage in "parallel" mode and "combining", we can clean up the path names
       run: |
         export TEST_DATA_DIR=$GITHUB_WORKSPACE/staticdata
-        python -m pytest --mpl -W error::metpy.deprecation.MetpyDeprecationWarning --cov=metpy --cov=tests --cov-report=xml
+        python -m coverage run -p -m pytest --mpl -W error::metpy.deprecation.MetpyDeprecationWarning tests/
+        python -m coverage combine
+        python -m coverage report
+        python -m coverage xml
 
     - name: Run doctests
       # Windows produces some slightly different types that causes doctests to fail
@@ -105,3 +109,5 @@ jobs:
 
     - name: Upload coverage
       uses: codecov/codecov-action@v1
+      with:
+        name: conda-${{ matrix.python-version }}-${{ runner.os }}
diff --git a/.github/workflows/tests-pypi.yml b/.github/workflows/tests-pypi.yml
index 7c73dc06079..567a420e56c 100644
--- a/.github/workflows/tests-pypi.yml
+++ b/.github/workflows/tests-pypi.yml
@@ -107,7 +107,10 @@ jobs:
       run: |
         export TEST_DATA_DIR=$GITHUB_WORKSPACE/staticdata
         export NUMPY_EXPERIMENTAL_ARRAY_FUNCTION=1
-        python -m pytest --mpl -W error::metpy.deprecation.MetpyDeprecationWarning --cov=metpy --cov=tests --cov-report=xml
+        python -m coverage run -p -m pytest --mpl -W error::metpy.deprecation.MetpyDeprecationWarning tests/
+        python -m coverage combine
+        python -m coverage report
+        python -m coverage xml
 
     - name: Run doctests
       if: ${{ matrix.dep-versions == 'Current.txt' && matrix.no-extras != 'No Extras' }}
@@ -124,3 +127,5 @@ jobs:
 
     - name: Upload coverage
       uses: codecov/codecov-action@v1
+      with:
+        name: pypi-${{ matrix.python-version }}-${{ matrix.dep-versions }}-${{ matrix.no-extras }}-${{ runner.os }}
diff --git a/.travis.yml b/.travis.yml
index 0b4f2173d07..09842197af3 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -81,7 +81,10 @@ script:
         false;
       fi;
     else
-      python -m pytest --mpl -W error::metpy.deprecation.MetpyDeprecationWarning --cov=metpy --cov=tests;
+      python -m coverage run -p -m pytest --mpl -W error::metpy.deprecation.MetpyDeprecationWarning tests/;
+      python -m coverage combine;
+      python -m coverage report;
+      python -m coverage xml;
     fi
 
 after_script:
diff --git a/ci/test_requirements.txt b/ci/test_requirements.txt
index b0f2715f8dc..74e43b0a005 100644
--- a/ci/test_requirements.txt
+++ b/ci/test_requirements.txt
@@ -1,4 +1,4 @@
 pytest==6.1.0
-pytest-cov==2.10.1
 pytest-mpl==0.11
 netCDF4==1.5.4
+coverage==5.3
diff --git a/setup.cfg b/setup.cfg
index 8ebfa9a41f0..ecdec2cf20d 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -96,9 +96,6 @@ norecursedirs = build docs .idea
 doctest_optionflags = NORMALIZE_WHITESPACE
 mpl-results-path = test_output
 
-[coverage:run]
-omit = src/metpy/io/_nexrad_msgs/parse_spec.py,src/metpy/io/metar_parser.py
-
 [doc8]
 ignore-path = docs/build,docs/api/generated,docs/_templates,docs/tutorials,docs/examples
 file-encoding = utf8
diff --git a/src/metpy/io/gini.py b/src/metpy/io/gini.py
index eb099a2ba88..58b500499b2 100644
--- a/src/metpy/io/gini.py
+++ b/src/metpy/io/gini.py
@@ -14,10 +14,7 @@
 import numpy as np
 from xarray import Variable
 from xarray.backends.common import AbstractDataStore
-try:
-    from xarray.core.utils import FrozenDict
-except ImportError:
-    from xarray.core.utils import FrozenOrderedDict as FrozenDict
+from xarray.core.utils import FrozenDict
 
 from ._tools import Bits, IOBuffer, NamedStruct, open_as_needed, zlib_decompress_all_frames
 from ..package_tools import Exporter
@@ -405,11 +402,3 @@ def get_attrs(self):
         """
         return FrozenDict(satellite=self.prod_desc.creating_entity,
                           sector=self.prod_desc.sector_id)
-
-    def get_dimensions(self):
-        """Get the file's dimensions.
-
-        This is used by `xarray.open_dataset`.
-
-        """
-        return FrozenDict(x=self.prod_desc.nx, y=self.prod_desc.ny)