diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 77d58de4..56b43817 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,8 +3,8 @@
   <component name="ChangeListManager">
     <list default="true" id="d2565aa5-b0c7-4b53-9b23-84bd42c9e5d7" name="Changes" comment="">
       <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/procedure/installation/README.md" beforeDir="false" afterPath="$PROJECT_DIR$/procedure/installation/README.md" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/procedure/integration/README.md" beforeDir="false" afterPath="$PROJECT_DIR$/procedure/integration/README.md" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/README.md" beforeDir="false" afterPath="$PROJECT_DIR$/README.md" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/imputegap/recovery/manager.py" beforeDir="false" afterPath="$PROJECT_DIR$/imputegap/recovery/manager.py" afterDir="false" />
     </list>
     <option name="SHOW_DIALOG" value="false" />
     <option name="HIGHLIGHT_CONFLICTS" value="true" />
@@ -40,26 +40,26 @@
     <option name="hideEmptyMiddlePackages" value="true" />
     <option name="showLibraryContents" value="true" />
   </component>
-  <component name="PropertiesComponent">{
-  &quot;keyToString&quot;: {
-    &quot;RunOnceActivity.OpenProjectViewOnStart&quot;: &quot;true&quot;,
-    &quot;RunOnceActivity.ShowReadmeOnStart&quot;: &quot;true&quot;,
-    &quot;WebServerToolWindowFactoryState&quot;: &quot;false&quot;,
-    &quot;last_opened_file_path&quot;: &quot;C:/Users/nquen/switchdrive/MST_MasterThesis/imputegap/imputegap/algorithms&quot;,
-    &quot;nodejs_package_manager_path&quot;: &quot;npm&quot;,
-    &quot;settings.editor.selected.configurable&quot;: &quot;preferences.pluginManager&quot;,
-    &quot;vue.rearranger.settings.migration&quot;: &quot;true&quot;
+  <component name="PropertiesComponent"><![CDATA[{
+  "keyToString": {
+    "RunOnceActivity.OpenProjectViewOnStart": "true",
+    "RunOnceActivity.ShowReadmeOnStart": "true",
+    "WebServerToolWindowFactoryState": "false",
+    "last_opened_file_path": "C:/Users/nquen/switchdrive/MST_MasterThesis/imputegap/imputegap",
+    "nodejs_package_manager_path": "npm",
+    "settings.editor.selected.configurable": "preferences.pluginManager",
+    "vue.rearranger.settings.migration": "true"
   }
-}</component>
+}]]></component>
   <component name="PyCoverageOptionsProvider">
     <option name="myUseBundledCoveragePy" value="true" />
   </component>
   <component name="RecentsManager">
     <key name="CopyFile.RECENT_KEYS">
+      <recent name="C:\Users\nquen\switchdrive\MST_MasterThesis\imputegap\imputegap" />
       <recent name="C:\Users\nquen\switchdrive\MST_MasterThesis\imputegap\imputegap\algorithms" />
       <recent name="C:\Users\nquen\switchdrive\MST_MasterThesis\imputegap\procedure\integration" />
       <recent name="C:\Users\nquen\switchdrive\MST_MasterThesis\imputegap\imputegap\reports" />
-      <recent name="C:\Users\nquen\switchdrive\MST_MasterThesis\imputegap\imputegap" />
       <recent name="C:\Users\nquen\switchdrive\MST_MasterThesis\imputegap\docs\generation\source" />
     </key>
     <key name="MoveFile.RECENT_KEYS">
@@ -70,7 +70,7 @@
       <recent name="C:\Users\nquen\switchdrive\MST_MasterThesis\imputegap\imputegap\recovery" />
     </key>
   </component>
-  <component name="RunManager" selected="Python.runner_contamination">
+  <component name="RunManager" selected="Python.runner_test">
     <configuration name="convert_avg" type="PythonConfigurationType" factoryName="Python" temporary="true" nameIsGenerated="true">
       <module name="imputegap" />
       <option name="INTERPRETER_OPTIONS" value="" />
@@ -137,7 +137,7 @@
       <option name="INPUT_FILE" value="" />
       <method v="2" />
     </configuration>
-    <configuration name="test" type="PythonConfigurationType" factoryName="Python" temporary="true" nameIsGenerated="true">
+    <configuration name="runner_test" type="PythonConfigurationType" factoryName="Python" temporary="true" nameIsGenerated="true">
       <module name="imputegap" />
       <option name="INTERPRETER_OPTIONS" value="" />
       <option name="PARENT_ENVS" value="true" />
@@ -150,7 +150,7 @@
       <option name="ADD_CONTENT_ROOTS" value="true" />
       <option name="ADD_SOURCE_ROOTS" value="true" />
       <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
-      <option name="SCRIPT_NAME" value="$PROJECT_DIR$/imputegap/test.py" />
+      <option name="SCRIPT_NAME" value="$PROJECT_DIR$/imputegap/runner_test.py" />
       <option name="PARAMETERS" value="" />
       <option name="SHOW_COMMAND_LINE" value="false" />
       <option name="EMULATE_TERMINAL" value="false" />
@@ -175,19 +175,19 @@
       <method v="2" />
     </configuration>
     <list>
+      <item itemvalue="Python.runner_test" />
       <item itemvalue="Python.convert_avg" />
       <item itemvalue="Python.runner_contamination" />
-      <item itemvalue="Python.test" />
       <item itemvalue="Python.convert_mean" />
       <item itemvalue="Python tests.Python tests in tests" />
     </list>
     <recent_temporary>
       <list>
+        <item itemvalue="Python.runner_test" />
         <item itemvalue="Python.runner_contamination" />
         <item itemvalue="Python tests.Python tests in tests" />
         <item itemvalue="Python.convert_avg" />
         <item itemvalue="Python.convert_mean" />
-        <item itemvalue="Python.test" />
       </list>
     </recent_temporary>
   </component>
@@ -273,7 +273,7 @@
       <workItem from="1731415394202" duration="9632000" />
       <workItem from="1731492969096" duration="1884000" />
       <workItem from="1731496977912" duration="41000" />
-      <workItem from="1731499278920" duration="3605000" />
+      <workItem from="1731499278920" duration="3906000" />
     </task>
     <servers />
   </component>
@@ -301,7 +301,7 @@
     <SUITE FILE_PATH="coverage/imputegap$runner_normalization.coverage" NAME="runner_normalization Coverage Results" MODIFIED="1729163198085" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/imputegap" />
     <SUITE FILE_PATH="coverage/imputegap$covert.coverage" NAME="covert Coverage Results" MODIFIED="1730735544010" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/imputegap" />
     <SUITE FILE_PATH="coverage/imputegap$runner.coverage" NAME="runner Coverage Results" MODIFIED="1727264924849" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/imputegap" />
-    <SUITE FILE_PATH="coverage/imputegap$runner_contamination.coverage" NAME="runner_contamination Coverage Results" MODIFIED="1731496791184" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/imputegap" />
+    <SUITE FILE_PATH="coverage/imputegap$runner_contamination.coverage" NAME="runner_contamination Coverage Results" MODIFIED="1731503223566" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/imputegap" />
     <SUITE FILE_PATH="coverage/imputegap$runner_datasets.coverage" NAME="runner_datasets Coverage Results" MODIFIED="1730644988848" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/imputegap" />
     <SUITE FILE_PATH="coverage/imputegap$demo.coverage" NAME="demo Coverage Results" MODIFIED="1727770278863" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/imputegap" />
     <SUITE FILE_PATH="coverage/imputegap$runner_imputation.coverage" NAME="runner_imputation Coverage Results" MODIFIED="1730806186337" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/imputegap" />
@@ -315,6 +315,7 @@
     <SUITE FILE_PATH="coverage/imputegap$.coverage" NAME=" Coverage Results" MODIFIED="1731494231517" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/tests" />
     <SUITE FILE_PATH="coverage/imputegap$runner_optimization.coverage" NAME="runner_optimization Coverage Results" MODIFIED="1730215750692" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/imputegap" />
     <SUITE FILE_PATH="coverage/imputegap$runner_load.coverage" NAME="runner_load Coverage Results" MODIFIED="1728574239749" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/imputegap" />
+    <SUITE FILE_PATH="coverage/imputegap$runner_test.coverage" NAME="runner_test Coverage Results" MODIFIED="1731503230544" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/imputegap" />
     <SUITE FILE_PATH="coverage/imputegap$runner_benchmarking.coverage" NAME="runner_benchmarking Coverage Results" MODIFIED="1730810258892" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/imputegap" />
     <SUITE FILE_PATH="coverage/imputegap$runner_benchmarking__1_.coverage" NAME="runner_benchmarking (1) Coverage Results" MODIFIED="1730304921790" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/imputegap" />
     <SUITE FILE_PATH="coverage/imputegap$convert.coverage" NAME="convert Coverage Results" MODIFIED="1730811639336" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/imputegap" />
diff --git a/README.md b/README.md
index 9a4826ef..06831733 100644
--- a/README.md
+++ b/README.md
@@ -147,7 +147,7 @@ from imputegap.tools import utils
 ts_1 = TimeSeries()
 
 # 2. load the timeseries from file or from the code
-ts_1.load_timeseries(utils.search_path("eeg-test"))
+ts_1.load_timeseries(utils.search_path("eeg-alcohol"))
 ts_1.normalize(normalizer="z_score")
 
 # [OPTIONAL] you can plot your raw data / print the information
@@ -178,7 +178,7 @@ from imputegap.tools import utils
 ts_1 = TimeSeries()
 
 # 2. load the timeseries from file or from the code
-ts_1.load_timeseries(utils.search_path("eeg-test"))
+ts_1.load_timeseries(utils.search_path("eeg-alcohol"))
 ts_1.normalize(normalizer="min_max")
 
 # 3. contamination of the data with MCAR scenario
@@ -213,7 +213,7 @@ from imputegap.tools import utils
 ts_1 = TimeSeries()
 
 # 2. load the timeseries from file or from the code
-ts_1.load_timeseries(utils.search_path("eeg-test"))
+ts_1.load_timeseries(utils.search_path("eeg-alcohol"))
 ts_1.normalize(normalizer="min_max")
 
 # 3. contamination of the data
@@ -262,7 +262,7 @@ from imputegap.tools import utils
 ts_1 = TimeSeries()
 
 # 2. load the timeseries from file or from the code
-ts_1.load_timeseries(utils.search_path("eeg-test"))
+ts_1.load_timeseries(utils.search_path("eeg-alcohol"))
 ts_1.normalize(normalizer="min_max")
 
 # 3. contamination of the data
@@ -280,7 +280,7 @@ cdrec.score(ts_1.data, cdrec.imputed_matrix)
 # 6. [OPTIONAL] display the results
 ts_1.print_results(cdrec.metrics)
 ts_1.plot(raw_data=ts_1.data, infected_data=infected_data, imputed_data=cdrec.imputed_matrix, title="imputation",
-          max_series=1, save_path="./assets", display=True)
+          max_series=1, save_path="./imputegap/assets", display=True)
 
 # 7. [OPTIONAL] save hyperparameters
 utils.save_optimization(optimal_params=cdrec.parameters, algorithm="cdrec", dataset="eeg", optimizer="b")
@@ -312,10 +312,10 @@ from imputegap.tools import utils
 ts_1 = TimeSeries()
 
 # 2. load the timeseries from file or from the code
-ts_1.load_timeseries(utils.search_path("eeg-test"))
+ts_1.load_timeseries(utils.search_path("eeg-alcohol"))
 
 # 3. call the explanation of your dataset with a specific algorithm to gain insight on the Imputation results
-shap_values, shap_details = Explainer.shap_explainer(raw_data=ts_1.data, file_name="eeg-test", algorithm="cdrec")
+shap_values, shap_details = Explainer.shap_explainer(raw_data=ts_1.data, file_name="eeg-alcohol", algorithm="cdrec")
 
 # [OPTIONAL] print the results with the impact of each feature.
 Explainer.print(shap_values, shap_details)
diff --git a/imputegap/recovery/__pycache__/manager.cpython-312.pyc b/imputegap/recovery/__pycache__/manager.cpython-312.pyc
index fa177707..44a25bd3 100644
Binary files a/imputegap/recovery/__pycache__/manager.cpython-312.pyc and b/imputegap/recovery/__pycache__/manager.cpython-312.pyc differ
diff --git a/imputegap/recovery/manager.py b/imputegap/recovery/manager.py
index fa191c81..0a6d36e6 100644
--- a/imputegap/recovery/manager.py
+++ b/imputegap/recovery/manager.py
@@ -15,17 +15,11 @@
     print("Running in a headless environment or CI. Using Agg backend.")
 else:
     try:
-        # Attempt to use TkAgg if a display is available and we're not in CI
         matplotlib.use("TkAgg")
-        if importlib.util.find_spec("tkinter") is not None:
-            print("tkinter is available.")
-        else:
+        if importlib.util.find_spec("tkinter") is None:
             print("tkinter is not available.")
-        print("Using TkAgg backend with tkinter support.")
     except (ImportError, RuntimeError):
-        # Fallback to Agg if TkAgg is unavailable
         matplotlib.use("Agg")
-        print("TkAgg is unavailable. Using Agg backend.")
 
 from matplotlib import pyplot as plt  # type: ignore