diff --git a/pkgs/by-name/ra/rabbit/fix-file-loading.patch b/pkgs/by-name/ra/rabbit/fix-file-loading.patch
deleted file mode 100644
index 3b5db5527fcc..000000000000
--- a/pkgs/by-name/ra/rabbit/fix-file-loading.patch
+++ /dev/null
@@ -1,47 +0,0 @@
-From 3488de815355051d2e369c7fe48a35dabf695cfc Mon Sep 17 00:00:00 2001
-From: Pol Dellaiera <pol.dellaiera@protonmail.com>
-Date: Mon, 17 Mar 2025 16:52:25 +0100
-Subject: [PATCH] fix file loading
-
----
- rabbit.py | 17 ++++++++---------
- 1 file changed, 8 insertions(+), 9 deletions(-)
-
-diff --git a/rabbit.py b/rabbit.py
-index a1826d3..697c880 100644
---- a/rabbit.py
-+++ b/rabbit.py
-@@ -9,6 +9,7 @@ from sklearn.ensemble import GradientBoostingClassifier
- import joblib
- import site
- from tqdm import tqdm
-+from importlib.resources import files
- 
- import GenerateActivities as gat
- import ExtractEvent as eev
-@@ -59,15 +60,13 @@ def get_model():
-     '''
- 
-     model_file = 'bimbas.joblib'
--    for dir in site.getsitepackages():
--        if dir.endswith('site-packages'):
--            target_dir = dir
--        else:
--            target_dir = site.getsitepackages()[0]
--    bot_identification_model = joblib.load(f'{target_dir}/{model_file}')
--    # bot_identification_model = joblib.load(model_file)
--    
--    return(bot_identification_model)
-+    try:
-+      resource_path = files("rabbit").joinpath(model_file)
-+      bot_identification_model = joblib.load(resource_path)
-+    except Exception as e:
-+      raise RuntimeError(f"Failed to load the model: {e}")
-+
-+    return bot_identification_model
- 
- def compute_confidence(probability_value):
-     '''
--- 
-2.48.1
-
diff --git a/pkgs/by-name/ra/rabbit/package.nix b/pkgs/by-name/ra/rabbit/package.nix
index d243b98b845b..e05fc323ee84 100644
--- a/pkgs/by-name/ra/rabbit/package.nix
+++ b/pkgs/by-name/ra/rabbit/package.nix
@@ -6,15 +6,18 @@
 }:
 
 let
-  python3' =
-    let
-      packageOverrides = self: super: {
-        scikit-learn = super.scikit-learn.overridePythonAttrs (old: {
+  python3' = python3.override {
+    packageOverrides = self: super: {
+      scikit-learn =
+        let
           version = "1.5.2";
+        in
+        super.scikit-learn.overridePythonAttrs (old: {
+          inherit version;
 
           src = fetchPypi {
             pname = "scikit_learn";
-            version = "1.5.2";
+            inherit version;
             hash = "sha256-tCN+17P90KSIJ5LmjvJUXVuqUKyju0WqffRoE4rY+U0=";
           };
 
@@ -23,36 +26,31 @@ let
           # - test_csr_polynomial_expansion_index_overflow[csr_array-False-True-3-2344]
           doCheck = false;
         });
-      };
-    in
-    python3.override {
-      inherit packageOverrides;
-      self = python3;
     };
-in
-python3'.pkgs.buildPythonApplication rec {
-  pname = "rabbit";
+    self = python3;
+  };
+
   # Make sure to check for which version of scikit-learn this project was built
-  # Currently version 2.3.1 is made with scikit-learn 1.5.2
+  # Currently version 2.3.2 is made with scikit-learn 1.5.2
   # Upgrading to newer versions of scikit-learn break the project
-  version = "2.3.1";
+  version = "2.3.2";
+in
+python3'.pkgs.buildPythonApplication {
+  pname = "rabbit";
+  inherit version;
   pyproject = true;
 
   src = fetchFromGitHub {
     owner = "natarajan-chidambaram";
     repo = "RABBIT";
     tag = version;
-    hash = "sha256-QmP6yfVnlYoNVa4EUtKR9xbCnQW2V6deV0+hN9IGtic=";
+    hash = "sha256-icf42vqYPNH1v1wEv/MpqScqMUr/qDlcGoW9kPY2R6s=";
   };
 
-  patches = [
-    # Fix file loading, to be removed at the next bump.
-    # The author has been notified about the issue and currently working on it.
-    ./fix-file-loading.patch
-  ];
-
   pythonRelaxDeps = [
+    "joblib"
     "numpy"
+    "requests"
     "scikit-learn"
     "scipy"
     "tqdm"