diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 139006bd..7015013f 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -17,7 +17,7 @@ repos:
 
     - repo: https://github.com/astral-sh/ruff-pre-commit
       # Ruff version.
-      rev: v0.0.277
+      rev: v0.0.286
       hooks:
           - id: ruff
             args: [--fix, --exit-non-zero-on-fix]
diff --git a/chemex/optimize/gridding.py b/chemex/optimize/gridding.py
index 7db47378..6ba2a4f8 100644
--- a/chemex/optimize/gridding.py
+++ b/chemex/optimize/gridding.py
@@ -62,10 +62,13 @@ def run_group_grid(
     shape = tuple(len(values) for values in group_grid.values())
     grid_size = np.prod(shape)
 
-    basename = group.path if group.path != Path(".") else Path("grid")
+    basename = group.path if group.path != Path() else Path("grid")
     filename = path / "Grid" / f"{basename}.out"
     filename.parent.mkdir(parents=True, exist_ok=True)
 
+    best_chisqr = np.inf
+    best_params = group_params
+
     with filename.open("w") as fileout:
         fileout.write(print_header(group_grid))
 
@@ -75,13 +78,19 @@ def run_group_grid(
 
         for values in track(grid_values, total=float(grid_size), description="   "):
             _set_param_values(group_params, grid_ids, values)
-            group_params = minimize(group.experiments, group_params, fitmethod)
-            stats = calculate_statistics(group.experiments, group_params)
-            chisqr_list.append(stats.get("chisqr"))
-            fileout.write(print_values(values, chisqr_list[-1]))
+            optimized_params = minimize(group.experiments, group_params, fitmethod)
+            stats = calculate_statistics(group.experiments, optimized_params)
+            chisqr: float = stats.get("chisqr", np.inf)
+            chisqr_list.append(chisqr)
+            fileout.write(print_values(values, chisqr))
             fileout.flush()
 
+            if chisqr < best_chisqr:
+                best_chisqr = chisqr
+                best_params = optimized_params
+
     chisqr_array = np.array(chisqr_list).reshape(shape)
+    database.update_from_parameters(best_params)
 
     return GridResult(group_grid, chisqr_array)
 
@@ -142,7 +151,7 @@ def combine_grids(
 def set_params_from_grid(grids_1d: Iterable[GridResult]):
     par_values = {}
     for grid_result in grids_1d:
-        id_, values = list(grid_result.grid.items())[0]
+        id_, values = next(iter(grid_result.grid.items()))
         par_values[id_] = values[grid_result.chisqr.argmin()]
     database.set_param_values(par_values)
 
@@ -239,7 +248,7 @@ def run_grid(
 
     groups = create_groups(experiments)
 
-    grid_results = []
+    grid_results: list[GridResult] = []
     for group in groups:
         if message := group.message:
             print_group_name(message)
@@ -250,8 +259,6 @@ def run_grid(
     grids_1d = make_grids_nd(grid, grids_combined, 1)
     grids_2d = make_grids_nd(grid, grids_combined, 2)
     set_params_from_grid(grids_1d)
-    params = database.build_lmfit_params(experiments.param_ids)
-    database.update_from_parameters(params)
     plot_grid_1d(grids_1d, path / "Grid")
     plot_grid_2d(grids_2d, path / "Grid")
 
diff --git a/chemex/parameters/spin_system.py b/chemex/parameters/spin_system.py
index c070ed6d..d3e3c92f 100644
--- a/chemex/parameters/spin_system.py
+++ b/chemex/parameters/spin_system.py
@@ -134,7 +134,7 @@ def name(self) -> str:
 
     def match(self, other: Group) -> bool:
         symbol = other.symbol == self.symbol or not self.symbol
-        number = other.number == self.number or self.number == self.NO_NUMBER
+        number = self.number in (other.number, self.NO_NUMBER)
         suffix = other.suffix == self.suffix or not self.suffix
         return number and symbol and suffix
 
diff --git a/pdm.lock b/pdm.lock
index 444a3f14..d6669005 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -1,17 +1,32 @@
 # This file is @generated by PDM.
 # It is not intended for manual editing.
 
+[metadata]
+groups = ["default", "linting"]
+cross_platform = true
+static_urls = false
+lock_version = "4.3"
+content_hash = "sha256:d85e84207b7cef870c53c519380c3f64e37cdfd01f4fc720977de3bab6cd7628"
+
 [[package]]
 name = "annotated-types"
 version = "0.5.0"
 requires_python = ">=3.7"
 summary = "Reusable constraint types to use with typing.Annotated"
+files = [
+    {file = "annotated_types-0.5.0-py3-none-any.whl", hash = "sha256:58da39888f92c276ad970249761ebea80ba544b77acddaa1a4d6cf78287d45fd"},
+    {file = "annotated_types-0.5.0.tar.gz", hash = "sha256:47cdc3490d9ac1506ce92c7aaa76c579dc3509ff11e098fc867e5130ab7be802"},
+]
 
 [[package]]
 name = "asteval"
 version = "0.9.30"
 requires_python = ">=3.7"
 summary = "Safe, minimalistic evaluator of python expression using ast module"
+files = [
+    {file = "asteval-0.9.30-py3-none-any.whl", hash = "sha256:8618aae5de09804cfec7d4838b27d1d5454aa40dc4bd477468e62f5a16d1879e"},
+    {file = "asteval-0.9.30.tar.gz", hash = "sha256:a3021215568186eb866bec4dce2730f0fda3863eef9ff79e2f7b6cc4a84c26df"},
+]
 
 [[package]]
 name = "black"
@@ -26,12 +41,30 @@ dependencies = [
     "platformdirs>=2",
     "tomli>=1.1.0; python_version < \"3.11\"",
 ]
+files = [
+    {file = "black-23.7.0-cp310-cp310-macosx_10_16_arm64.whl", hash = "sha256:5c4bc552ab52f6c1c506ccae05681fab58c3f72d59ae6e6639e8885e94fe2587"},
+    {file = "black-23.7.0-cp310-cp310-macosx_10_16_universal2.whl", hash = "sha256:552513d5cd5694590d7ef6f46e1767a4df9af168d449ff767b13b084c020e63f"},
+    {file = "black-23.7.0-cp310-cp310-macosx_10_16_x86_64.whl", hash = "sha256:86cee259349b4448adb4ef9b204bb4467aae74a386bce85d56ba4f5dc0da27be"},
+    {file = "black-23.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:501387a9edcb75d7ae8a4412bb8749900386eaef258f1aefab18adddea1936bc"},
+    {file = "black-23.7.0-cp310-cp310-win_amd64.whl", hash = "sha256:fb074d8b213749fa1d077d630db0d5f8cc3b2ae63587ad4116e8a436e9bbe995"},
+    {file = "black-23.7.0-cp311-cp311-macosx_10_16_arm64.whl", hash = "sha256:b5b0ee6d96b345a8b420100b7d71ebfdd19fab5e8301aff48ec270042cd40ac2"},
+    {file = "black-23.7.0-cp311-cp311-macosx_10_16_universal2.whl", hash = "sha256:893695a76b140881531062d48476ebe4a48f5d1e9388177e175d76234ca247cd"},
+    {file = "black-23.7.0-cp311-cp311-macosx_10_16_x86_64.whl", hash = "sha256:c333286dc3ddca6fdff74670b911cccedacb4ef0a60b34e491b8a67c833b343a"},
+    {file = "black-23.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:831d8f54c3a8c8cf55f64d0422ee875eecac26f5f649fb6c1df65316b67c8926"},
+    {file = "black-23.7.0-cp311-cp311-win_amd64.whl", hash = "sha256:7f3bf2dec7d541b4619b8ce526bda74a6b0bffc480a163fed32eb8b3c9aed8ad"},
+    {file = "black-23.7.0-py3-none-any.whl", hash = "sha256:9fd59d418c60c0348505f2ddf9609c1e1de8e7493eab96198fc89d9f865e7a96"},
+    {file = "black-23.7.0.tar.gz", hash = "sha256:022a582720b0d9480ed82576c920a8c1dde97cc38ff11d8d8859b3bd6ca9eedb"},
+]
 
 [[package]]
 name = "cachetools"
 version = "5.3.1"
 requires_python = ">=3.7"
 summary = "Extensible memoizing collections and decorators"
+files = [
+    {file = "cachetools-5.3.1-py3-none-any.whl", hash = "sha256:95ef631eeaea14ba2e36f06437f36463aac3a096799e876ee55e5cdccb102590"},
+    {file = "cachetools-5.3.1.tar.gz", hash = "sha256:dce83f2d9b4e1f732a8cd44af8e8fab2dbe46201467fc98b3ef8f269092bf62b"},
+]
 
 [[package]]
 name = "click"
@@ -41,12 +74,20 @@ summary = "Composable command line interface toolkit"
 dependencies = [
     "colorama; platform_system == \"Windows\"",
 ]
+files = [
+    {file = "click-8.1.3-py3-none-any.whl", hash = "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"},
+    {file = "click-8.1.3.tar.gz", hash = "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e"},
+]
 
 [[package]]
 name = "colorama"
 version = "0.4.6"
 requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 summary = "Cross-platform colored terminal text."
+files = [
+    {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
+    {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
+]
 
 [[package]]
 name = "contourpy"
@@ -56,34 +97,128 @@ summary = "Python library for calculating contours of 2D quadrilateral grids"
 dependencies = [
     "numpy>=1.16",
 ]
+files = [
+    {file = "contourpy-1.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:89f06eff3ce2f4b3eb24c1055a26981bffe4e7264acd86f15b97e40530b794bc"},
+    {file = "contourpy-1.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dffcc2ddec1782dd2f2ce1ef16f070861af4fb78c69862ce0aab801495dda6a3"},
+    {file = "contourpy-1.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:25ae46595e22f93592d39a7eac3d638cda552c3e1160255258b695f7b58e5655"},
+    {file = "contourpy-1.1.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:17cfaf5ec9862bc93af1ec1f302457371c34e688fbd381f4035a06cd47324f48"},
+    {file = "contourpy-1.1.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:18a64814ae7bce73925131381603fff0116e2df25230dfc80d6d690aa6e20b37"},
+    {file = "contourpy-1.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:90c81f22b4f572f8a2110b0b741bb64e5a6427e0a198b2cdc1fbaf85f352a3aa"},
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+]
 
 [[package]]
 name = "cycler"
 version = "0.11.0"
 requires_python = ">=3.6"
 summary = "Composable style cycles"
+files = [
+    {file = "cycler-0.11.0-py3-none-any.whl", hash = "sha256:3a27e95f763a428a739d2add979fa7494c912a32c17c4c38c4d5f082cad165a3"},
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+]
 
 [[package]]
 name = "fonttools"
 version = "4.40.0"
 requires_python = ">=3.8"
 summary = "Tools to manipulate font files"
+files = [
+    {file = "fonttools-4.40.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b802dcbf9bcff74672f292b2466f6589ab8736ce4dcf36f48eb994c2847c4b30"},
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 [[package]]
 name = "future"
 version = "0.18.3"
 requires_python = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 summary = "Clean single-source support for Python 3 and 2"
+files = [
+    {file = "future-0.18.3.tar.gz", hash = "sha256:34a17436ed1e96697a86f9de3d15a3b0be01d8bc8de9c1dffd59fb8234ed5307"},
+]
 
 [[package]]
 name = "kiwisolver"
 version = "1.4.4"
 requires_python = ">=3.7"
 summary = "A fast implementation of the Cassowary constraint solver"
+files = [
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