diff --git a/pkgs/development/python-modules/deid/default.nix b/pkgs/development/python-modules/deid/default.nix
new file mode 100644
index 000000000000..6c5146313881
--- /dev/null
+++ b/pkgs/development/python-modules/deid/default.nix
@@ -0,0 +1,74 @@
+{ lib
+, buildPythonPackage
+, fetchFromGitHub
+, pythonOlder
+, pytestCheckHook
+, matplotlib
+, pydicom
+, python-dateutil
+, setuptools
+}:
+
+let
+  deid-data = buildPythonPackage rec {
+    pname = "deid-data";
+    version = "unstable-2022-12-06";
+    format = "pyproject";
+    disabled = pythonOlder "3.7";
+
+    nativeBuildInputs = [ setuptools ];
+    propagatedBuildInputs = [ pydicom ];
+
+    src = fetchFromGitHub {
+      owner = "pydicom";
+      repo = "deid-data";
+      rev = "5750d25a5048fba429b857c16bf48b0139759644";
+      hash = "sha256-c8NBAN53NyF9dPB7txqYtM0ac0Y+Ch06fMA1LrIUkbc=";
+    };
+
+    meta = {
+      description = "Supplementary data for deid package";
+      homepage = "https://github.com/pydicom/deid-data";
+      license = lib.licenses.mit;
+      maintainers = [ lib.maintainers.bcdarwin ];
+    };
+  };
+in
+buildPythonPackage rec {
+  pname = "deid";
+  version = "0.3.21";
+
+  format = "pyproject";
+  disabled = pythonOlder "3.7";
+
+  # Pypi version has no tests
+  src = fetchFromGitHub {
+    owner = "pydicom";
+    repo = pname;
+    # the github repo does not contain Pypi version tags:
+    rev = "38717b8cbfd69566ba489dd0c9858bb93101e26d";
+    hash = "sha256-QqofxNjshbNfu8vZ37rB6pxj5R8q0wlUhJRhrpkKySk=";
+  };
+
+  propagatedBuildInputs = [
+    matplotlib
+    pydicom
+    python-dateutil
+  ];
+
+  nativeCheckInputs = [
+    deid-data
+    pytestCheckHook
+  ];
+
+  pythonImportsCheck = [
+    "deid"
+  ];
+
+  meta = with lib; {
+    description = "Best-effort anonymization for medical images";
+    homepage = "https://pydicom.github.io/deid";
+    license = licenses.mit;
+    maintainers = with maintainers; [ bcdarwin ];
+  };
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index 5b33cc2f670f..7e63f3d96546 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -2379,6 +2379,8 @@ self: super: with self; {
 
   defusedxml = callPackage ../development/python-modules/defusedxml { };
 
+  deid = callPackage ../development/python-modules/deid { };
+
   delegator-py = callPackage ../development/python-modules/delegator-py { };
 
   delorean = callPackage ../development/python-modules/delorean { };