diff --git a/.gitea/workflows/backend_run_lint.yaml b/.gitea/workflows/backend_run_lint.yaml
index 5db2228..e12f23e 100644
--- a/.gitea/workflows/backend_run_lint.yaml
+++ b/.gitea/workflows/backend_run_lint.yaml
@@ -28,5 +28,5 @@ jobs:
       working-directory: backend
 
     - name: Run linter
-      run: pipenv run pylint src --fail-under=9
+      run: pipenv run pylint src --fail-under=9 
       working-directory: backend
diff --git a/README.md b/README.md
index 7422598..ea7913f 100644
--- a/README.md
+++ b/README.md
@@ -24,7 +24,6 @@ Refer to the READMEs in the `frontend` and `backend` directories for instruction
     - `google_maps_flutter` plugin
 - Python 3
     - `fastapi`
-    - `OSMPythonTools`
     - `numpy, scipy`
 - Docker
 
diff --git a/backend/.gitignore b/backend/.gitignore
index e41338d..75ed7e8 100644
--- a/backend/.gitignore
+++ b/backend/.gitignore
@@ -1,10 +1,5 @@
-# osm-cache and wikidata cache
+# osm-cache
 cache_XML/
-cache/
-apicache/
-
-# wikidata throttle
-*.ctrl
 
 # Byte-compiled / optimized / DLL files
 __pycache__/
diff --git a/backend/report.html b/backend/report.html
index acbcf6a..0b59e79 100644
--- a/backend/report.html
+++ b/backend/report.html
@@ -328,7 +328,7 @@ div.media {
   </head>
   <body>
     <h1 id="title">Backend Testing Report</h1>
-    <p>Report generated on 23-Jan-2025 at 10:32:29 by <a href="https://pypi.python.org/pypi/pytest-html">pytest-html</a>
+    <p>Report generated on 23-Jan-2025 at 11:57:54 by <a href="https://pypi.python.org/pypi/pytest-html">pytest-html</a>
         v4.1.1</p>
     <div id="environment-header">
       <h2>Environment</h2>
@@ -382,7 +382,7 @@ div.media {
         <h2>Summary</h2>
         <div class="additional-summary prefix">
         </div>
-        <p class="run-count">2 tests took 00:00:18.</p>
+        <p class="run-count">1 test took 99 ms.</p>
         <p class="filter">(Un)check the boxes to filter the results.</p>
         <div class="summary__reload">
           <div class="summary__reload__button hidden" onclick="location.reload()">
@@ -392,8 +392,8 @@ div.media {
         <div class="summary__spacer"></div>
         <div class="controls">
           <div class="filters">
-            <input checked="true" class="filter" name="filter_checkbox" type="checkbox" data-test-result="failed" />
-            <span class="failed">1 Failed,</span>
+            <input checked="true" class="filter" name="filter_checkbox" type="checkbox" data-test-result="failed" disabled/>
+            <span class="failed">0 Failed,</span>
             <input checked="true" class="filter" name="filter_checkbox" type="checkbox" data-test-result="passed" />
             <span class="passed">1 Passed,</span>
             <input checked="true" class="filter" name="filter_checkbox" type="checkbox" data-test-result="skipped" disabled/>
@@ -432,7 +432,7 @@ div.media {
     </table>
   </body>
   <footer>
-    <div id="data-container" data-jsonblob="{&#34;environment&#34;: {&#34;Python&#34;: &#34;3.12.3&#34;, &#34;Platform&#34;: &#34;Linux-6.8.0-51-generic-x86_64-with-glibc2.39&#34;, &#34;Packages&#34;: {&#34;pytest&#34;: &#34;8.3.4&#34;, &#34;pluggy&#34;: &#34;1.5.0&#34;}, &#34;Plugins&#34;: {&#34;html&#34;: &#34;4.1.1&#34;, &#34;anyio&#34;: &#34;4.8.0&#34;, &#34;metadata&#34;: &#34;3.1.1&#34;}}, &#34;tests&#34;: {&#34;src/tests/test_main.py::test_bellecour&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_bellecour&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_bellecour&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 0) - 7 - Grande Synagogue de Lyon (191 | 5) - 3 - \u00c9glise Saint-Georges (357 | 5) - 2 - Impasse Turquet (228 | 5) - 8 - \u00c9glise Saint-Just (404 | 5) - 4 - Site arch\u00e9ologique de Saint-Just Les Minimes (228 | 5) - 5 - \u00c9glise Saint-Ir\u00e9n\u00e9e (247 | 5) - 11 - Temple de Cyb\u00e8le (325 | 5) - 7 - Basilique Notre-Dame de Fourvi\u00e8re (247 | 5) - 7 - Cath\u00e9drale Saint-Jean (305 | 5) - 5 - H\u00f4tel de l&#39;Europe (191 | 5) - 5 - finish (0 | 0) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;114 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;120 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;00:00:08&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;----------------------------- Captured stdout call -----------------------------\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\n\n------------------------------ Captured log call -------------------------------\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:81 Starting to fetch landmarks...\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:93 Fetching sightseeing landmarks...\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[tourism~&amp;quot;^(museum|attraction|gallery|artwork|aquarium)$&amp;quot;](if: count_tags()&amp;gt;5)(around:1700, 45.76, 4.83);relation[tourism~&amp;quot;^(museum|attraction|gallery|artwork|aquarium)$&amp;quot;](if: count_tags()&amp;gt;5)(around:1700, 45.76, 4.83););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[historic](if: count_tags()&amp;gt;5)(around:1700, 45.76, 4.83);relation[historic](if: count_tags()&amp;gt;5)(around:1700, 45.76, 4.83););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[amenity~&amp;quot;^(planetarium|place_of_worship|fountain|townhall)$&amp;quot;](if: count_tags()&amp;gt;5)(around:1700, 45.76, 4.83);relation[amenity~&amp;quot;^(planetarium|place_of_worship|fountain|townhall)$&amp;quot;](if: count_tags()&amp;gt;5)(around:1700, 45.76, 4.83););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[water=reflecting_pool](if: count_tags()&amp;gt;5)(around:1700, 45.76, 4.83);relation[water=reflecting_pool](if: count_tags()&amp;gt;5)(around:1700, 45.76, 4.83););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[bridge~&amp;quot;^(aqueduct|viaduct|boardwalk|cantilever|abandoned)$&amp;quot;](if: count_tags()&amp;gt;5)(around:1700, 45.76, 4.83);relation[bridge~&amp;quot;^(aqueduct|viaduct|boardwalk|cantilever|abandoned)$&amp;quot;](if: count_tags()&amp;gt;5)(around:1700, 45.76, 4.83););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[building=cathedral](if: count_tags()&amp;gt;5)(around:1700, 45.76, 4.83);relation[building=cathedral](if: count_tags()&amp;gt;5)(around:1700, 45.76, 4.83););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:215 Fetched 139 landmarks of type sightseeing in (1714.0, 45.7576485, 4.8330241)\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:96 Fetching sightseeing clusters...\nDEBUG    src.utils.cluster_manager:cluster_manager.py:105 Cluster query: (way[&amp;quot;historic&amp;quot;~&amp;quot;^(monument|building|yes)$&amp;quot;](around:1700, 45.76, 4.83););out ids center;\nDEBUG    src.utils.cluster_manager:cluster_manager.py:147 Found 4 different clusters.\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:102 Sightseeing clusters done\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:106 Fetching nature landmarks...\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[leisure=park](around:1700, 45.76, 4.83);relation[leisure=park](around:1700, 45.76, 4.83););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[geological](around:1700, 45.76, 4.83);relation[geological](around:1700, 45.76, 4.83););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[natural~&amp;quot;^(geyser|hot_spring|arch|volcano|stone)$&amp;quot;](around:1700, 45.76, 4.83);relation[natural~&amp;quot;^(geyser|hot_spring|arch|volcano|stone)$&amp;quot;](around:1700, 45.76, 4.83););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[tourism~&amp;quot;^(alpine_hut|viewpoint|zoo|resort|picnic_site)$&amp;quot;](around:1700, 45.76, 4.83);relation[tourism~&amp;quot;^(alpine_hut|viewpoint|zoo|resort|picnic_site)$&amp;quot;](around:1700, 45.76, 4.83);node[tourism~&amp;quot;^(alpine_hut|viewpoint|zoo|resort|picnic_site)$&amp;quot;](around:1700, 45.76, 4.83););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[water~&amp;quot;^(pond|lake|river|basin|stream|lagoon|rapids)$&amp;quot;](around:1700, 45.76, 4.83);relation[water~&amp;quot;^(pond|lake|river|basin|stream|lagoon|rapids)$&amp;quot;](around:1700, 45.76, 4.83););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[waterway~&amp;quot;^(waterfall|river|canal|dam|dock|boatyard)$&amp;quot;](around:1700, 45.76, 4.83);relation[waterway~&amp;quot;^(waterfall|river|canal|dam|dock|boatyard)$&amp;quot;](around:1700, 45.76, 4.83););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:215 Fetched 63 landmarks of type nature in (1714.0, 45.7576485, 4.8330241)\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:113 Fetching shopping landmarks...\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[shop~&amp;quot;^(department_store|mall)$&amp;quot;](if: count_tags()&amp;gt;5)(around:1700, 45.76, 4.83);relation[shop~&amp;quot;^(department_store|mall)$&amp;quot;](if: count_tags()&amp;gt;5)(around:1700, 45.76, 4.83););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:215 Fetched 3 landmarks of type shopping in (1714.0, 45.7576485, 4.8330241)\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:115 Fetching shopping clusters...\nDEBUG    src.utils.cluster_manager:cluster_manager.py:105 Cluster query: (node[&amp;quot;shop&amp;quot;~&amp;quot;^(bag|boutique|clothes)$&amp;quot;](around:1700, 45.76, 4.83););out ids center;\nDEBUG    src.utils.cluster_manager:cluster_manager.py:147 Found 5 different clusters.\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:126 Shopping clusters done\nINFO     src.main:main.py:97 Fetched 178 landmarks in  \t: 0.049 seconds\nDEBUG    src.utils.optimizer:optimizer.py:577 First results are out. Looking out for circles and correcting.\nDEBUG    src.utils.optimizer:optimizer.py:619 Re-optimized 7 times, objective value : 2765\nDEBUG    src.utils.refiner:refiner.py:345 Using 15 minor landmarks around the predicted path\nDEBUG    src.utils.optimizer:optimizer.py:577 First results are out. Looking out for circles and correcting.\nDEBUG    src.utils.optimizer:optimizer.py:619 Re-optimized 5 times, objective value : 2723\nDEBUG    src.main:main.py:120 First stage optimization\t: 4.349 seconds\nDEBUG    src.main:main.py:121 Second stage optimization\t: 3.902 seconds\nINFO     src.main:main.py:122 Total computation time\t: 8.251 seconds\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/eccf0ec3-0bde-4ac2-8fc8-cf5281f5cbb0 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/796ae209-9dda-4a4f-98ec-e4d433bfdf2f &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/6b63bcf1-1f91-48bd-9998-f375978d262a &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/3b8366aa-8dbf-4079-94ee-243c1c51644e &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/5589ce08-e2e0-436b-a216-7f977d9919cc &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/056cb5b0-b288-4507-bd37-a08cdc391481 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/7fe3e89e-f3c9-4d59-b9c1-e49a966172df &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/65b10c8f-1580-446a-a992-f93b638f946d &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/e2b64f47-a783-446b-a9b3-afa19dab8198 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/aac3afa3-aefb-4ff0-add6-3957e1e4e527 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/bcae0698-15d0-4898-bb48-e473795cdd99 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/86ee2b8d-765c-42ea-a700-3dbe4022590c &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}], &#34;src/tests/test_main.py::test_paris&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Failed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_paris&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Failed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_paris&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 0) - 5 - \u00c9glise Saint-Leu - Saint-Gilles (423 | 5) - 6 - Centre Georges Pompidou (865 | 5) - 2 - Fontaine Stravinsky (360 | 5) - 6 - H\u00f4tel de Ville (591 | 5) - 3 - \u00c9glise Saint-Gervais (357 | 5) - 8 - Square Jean XXIII (367 | 5) - 1 - Cath\u00e9drale Notre-Dame de Paris (1138 | 5) - 12 - \u00c9glise Saint-Merri (466 | 5) - 10 - Sainte-Chapelle (1138 | 5) - 1 - Palais de Justice de Paris (467 | 5) - 9 - \u00c9glise Saint-Germain l&#39;Auxerrois (512 | 5) - 6 - La Seine (447 | 5) - 13 - Mus\u00e9e d&#39;Orsay (890 | 5) - 6 - H\u00f4tel de Beauharnais (364 | 5) - 16 - Palais du Louvre (690 | 5) - 1 - Mus\u00e9e du Louvre (698 | 5) - 5 - Temple de l&#39;Oratoire du Louvre (651 | 5) - 4 - Bourse de Commerce \u2014 Pinault Collection (627 | 5) - 2 - Jardin Nelson Mandela (367 | 5) - 3 - finish (0 | 0) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;214 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;300 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;00:00:09&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;client = &amp;lt;starlette.testclient.TestClient object at 0x70c1cc605a30&amp;gt;, request = &amp;lt;FixtureRequest for &amp;lt;Function test_paris&amp;gt;&amp;gt;\n\n    def test_paris(client, request) :   # pylint: disable=redefined-outer-name\n        &amp;quot;&amp;quot;&amp;quot;\n        Test n\u00b02 : Custom test in Paris (les Halles) centre to ensure proper decision making in crowded area.\n    \n        Args:\n            client:\n            request:\n        &amp;quot;&amp;quot;&amp;quot;\n        start_time = time.time()  # Start timer\n        duration_minutes = 300\n    \n        response = client.post(\n            &amp;quot;/trip/new&amp;quot;,\n            json={\n                &amp;quot;preferences&amp;quot;: {&amp;quot;sightseeing&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;sightseeing&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;nature&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;nature&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;shopping&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;shopping&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;max_time_minute&amp;quot;: duration_minutes,\n                                &amp;quot;detour_tolerance_minute&amp;quot;: 0},\n                &amp;quot;start&amp;quot;: [48.86248803298562, 2.346451131285925]\n                }\n            )\n        result = response.json()\n        landmarks = load_trip_landmarks(client, result[&amp;#x27;first_landmark_uuid&amp;#x27;])\n    \n        # Get computation time\n        comp_time = time.time() - start_time\n    \n        # Add details to report\n        log_trip_details(request, landmarks, result[&amp;#x27;total_time&amp;#x27;], duration_minutes)\n    \n        # for elem in landmarks :\n        #     print(elem)\n    \n        # checks :\n        assert response.status_code == 200  # check for successful planning\n        assert comp_time &amp;lt; 30, f&amp;quot;Computation time exceeded 30 seconds: {comp_time:.2f} seconds&amp;quot;\n&amp;gt;       assert duration_minutes*0.8 &amp;lt; int(result[&amp;#x27;total_time&amp;#x27;]) &amp;lt; duration_minutes*1.2\nE       assert (300 * 0.8) &amp;lt; 214\nE        +  where 214 = int(214)\n\nsrc/tests/test_main.py:258: AssertionError\n\n----------------------------- Captured stdout call -----------------------------\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\nCache hit!\n\n------------------------------ Captured log call -------------------------------\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:81 Starting to fetch landmarks...\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:93 Fetching sightseeing landmarks...\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[tourism~&amp;quot;^(museum|attraction|gallery|artwork|aquarium)$&amp;quot;](if: count_tags()&amp;gt;5)(around:2000, 48.86, 2.35);relation[tourism~&amp;quot;^(museum|attraction|gallery|artwork|aquarium)$&amp;quot;](if: count_tags()&amp;gt;5)(around:2000, 48.86, 2.35););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[historic](if: count_tags()&amp;gt;5)(around:2000, 48.86, 2.35);relation[historic](if: count_tags()&amp;gt;5)(around:2000, 48.86, 2.35););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[amenity~&amp;quot;^(planetarium|place_of_worship|fountain|townhall)$&amp;quot;](if: count_tags()&amp;gt;5)(around:2000, 48.86, 2.35);relation[amenity~&amp;quot;^(planetarium|place_of_worship|fountain|townhall)$&amp;quot;](if: count_tags()&amp;gt;5)(around:2000, 48.86, 2.35););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[water=reflecting_pool](if: count_tags()&amp;gt;5)(around:2000, 48.86, 2.35);relation[water=reflecting_pool](if: count_tags()&amp;gt;5)(around:2000, 48.86, 2.35););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[bridge~&amp;quot;^(aqueduct|viaduct|boardwalk|cantilever|abandoned)$&amp;quot;](if: count_tags()&amp;gt;5)(around:2000, 48.86, 2.35);relation[bridge~&amp;quot;^(aqueduct|viaduct|boardwalk|cantilever|abandoned)$&amp;quot;](if: count_tags()&amp;gt;5)(around:2000, 48.86, 2.35););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[building=cathedral](if: count_tags()&amp;gt;5)(around:2000, 48.86, 2.35);relation[building=cathedral](if: count_tags()&amp;gt;5)(around:2000, 48.86, 2.35););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:215 Fetched 317 landmarks of type sightseeing in (2000, 48.86248803298562, 2.346451131285925)\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:96 Fetching sightseeing clusters...\nDEBUG    src.utils.cluster_manager:cluster_manager.py:105 Cluster query: (way[&amp;quot;historic&amp;quot;~&amp;quot;^(monument|building|yes)$&amp;quot;](around:2000, 48.86, 2.35););out ids center;\nDEBUG    src.utils.cluster_manager:cluster_manager.py:147 Found 2 different clusters.\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:102 Sightseeing clusters done\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:106 Fetching nature landmarks...\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[leisure=park](around:2000, 48.86, 2.35);relation[leisure=park](around:2000, 48.86, 2.35););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[geological](around:2000, 48.86, 2.35);relation[geological](around:2000, 48.86, 2.35););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[natural~&amp;quot;^(geyser|hot_spring|arch|volcano|stone)$&amp;quot;](around:2000, 48.86, 2.35);relation[natural~&amp;quot;^(geyser|hot_spring|arch|volcano|stone)$&amp;quot;](around:2000, 48.86, 2.35););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[tourism~&amp;quot;^(alpine_hut|viewpoint|zoo|resort|picnic_site)$&amp;quot;](around:2000, 48.86, 2.35);relation[tourism~&amp;quot;^(alpine_hut|viewpoint|zoo|resort|picnic_site)$&amp;quot;](around:2000, 48.86, 2.35);node[tourism~&amp;quot;^(alpine_hut|viewpoint|zoo|resort|picnic_site)$&amp;quot;](around:2000, 48.86, 2.35););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[water~&amp;quot;^(pond|lake|river|basin|stream|lagoon|rapids)$&amp;quot;](around:2000, 48.86, 2.35);relation[water~&amp;quot;^(pond|lake|river|basin|stream|lagoon|rapids)$&amp;quot;](around:2000, 48.86, 2.35););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[waterway~&amp;quot;^(waterfall|river|canal|dam|dock|boatyard)$&amp;quot;](around:2000, 48.86, 2.35);relation[waterway~&amp;quot;^(waterfall|river|canal|dam|dock|boatyard)$&amp;quot;](around:2000, 48.86, 2.35););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:215 Fetched 122 landmarks of type nature in (2000, 48.86248803298562, 2.346451131285925)\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:113 Fetching shopping landmarks...\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:205 Query: (way[shop~&amp;quot;^(department_store|mall)$&amp;quot;](if: count_tags()&amp;gt;5)(around:2000, 48.86, 2.35);relation[shop~&amp;quot;^(department_store|mall)$&amp;quot;](if: count_tags()&amp;gt;5)(around:2000, 48.86, 2.35););out center;\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:215 Fetched 8 landmarks of type shopping in (2000, 48.86248803298562, 2.346451131285925)\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:115 Fetching shopping clusters...\nDEBUG    src.utils.cluster_manager:cluster_manager.py:105 Cluster query: (node[&amp;quot;shop&amp;quot;~&amp;quot;^(bag|boutique|clothes)$&amp;quot;](around:2000, 48.86, 2.35););out ids center;\nDEBUG    src.utils.cluster_manager:cluster_manager.py:147 Found 14 different clusters.\nDEBUG    src.utils.landmarks_manager:landmarks_manager.py:126 Shopping clusters done\nINFO     src.main:main.py:97 Fetched 359 landmarks in  \t: 0.107 seconds\nDEBUG    src.utils.optimizer:optimizer.py:577 First results are out. Looking out for circles and correcting.\nDEBUG    src.utils.optimizer:optimizer.py:619 Re-optimized 1 times, objective value : 8789\nDEBUG    src.utils.refiner:refiner.py:345 Using 15 minor landmarks around the predicted path\nDEBUG    src.utils.optimizer:optimizer.py:577 First results are out. Looking out for circles and correcting.\nDEBUG    src.utils.optimizer:optimizer.py:619 Re-optimized 6 times, objective value : 11418\nDEBUG    src.main:main.py:120 First stage optimization\t: 0.421 seconds\nDEBUG    src.main:main.py:121 Second stage optimization\t: 8.857 seconds\nINFO     src.main:main.py:122 Total computation time\t: 9.278 seconds\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/991b6048-2ebc-4314-8883-ca70a0367ccc &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/c80ee870-5069-49b1-a0f1-97c30d60c3f3 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/9f0022ac-e9f4-417e-9fcf-b7c07ce0ae13 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/c7028528-82e7-466e-9786-93076ba84a39 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/8284597c-405a-4d00-b5ca-67c7cd5d2537 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/559d3eaa-830c-4ae7-95ce-674484d136c5 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/a3f94f0b-be59-44d5-baac-86fb55b55acc &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/093cda92-4644-4b8f-8525-affeb4884d11 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/4643aa38-ab11-45b8-9991-1d2d9ba3b36d &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/a7dfa4f8-c2e5-4b54-92b8-7d9959f85105 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/917557da-cadb-4b20-8d81-a64e2d05395a &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/91a7d823-848a-4389-92de-eb7cf403f540 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/32787419-ac7f-4340-a63d-71b93b2eb5de &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/5f254a14-3627-40e9-94a4-efa9d4415342 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/6fc41f47-a007-423d-b526-2886bc3b91f6 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/575e3fb6-d62f-4132-bdd1-46edc173429d &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/59926013-cbe0-4f46-ac44-edf1b8a2462c &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/a864d27d-6fce-45a4-ae1e-7b1d9fb6151f &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/5aa04e68-1d2b-4c20-8747-0ccb1072f71b &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/94832ccf-5e85-456e-b02b-5218caa3fc61 &amp;quot;HTTP/1.1 200 OK&amp;quot;\nDEBUG    asyncio:selector_events.py:64 Using selector: EpollSelector\nINFO     httpx:_client.py:1025 HTTP Request: GET http://testserver/landmark/862c05e3-0283-43da-a99f-fadd1e74ab8b &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}]}, &#34;renderCollapsed&#34;: [&#34;passed&#34;], &#34;initialSort&#34;: &#34;result&#34;, &#34;title&#34;: &#34;Backend Testing Report&#34;}"></div>
+    <div id="data-container" data-jsonblob="{&#34;environment&#34;: {&#34;Python&#34;: &#34;3.12.3&#34;, &#34;Platform&#34;: &#34;Linux-6.8.0-51-generic-x86_64-with-glibc2.39&#34;, &#34;Packages&#34;: {&#34;pytest&#34;: &#34;8.3.4&#34;, &#34;pluggy&#34;: &#34;1.5.0&#34;}, &#34;Plugins&#34;: {&#34;html&#34;: &#34;4.1.1&#34;, &#34;anyio&#34;: &#34;4.8.0&#34;, &#34;metadata&#34;: &#34;3.1.1&#34;}}, &#34;tests&#34;: {&#34;src/tests/test_main.py::test_turckheim&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_turckheim&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_turckheim&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 0) - 4 - Square Charles Grad (47 | 5) - 3 - Porte de France (157 | 5) - 5 - finish (0 | 0) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;22 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;20 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;99 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 5 landmarks in  \t: 0.004 seconds\nINFO     src.main:main.py:122 Total computation time\t: 0.032 seconds\nINFO     src.main:main.py:127 Generated a trip of 22 minutes with 4 landmarks in 0.036 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}]}, &#34;renderCollapsed&#34;: [&#34;passed&#34;], &#34;initialSort&#34;: &#34;result&#34;, &#34;title&#34;: &#34;Backend Testing Report&#34;}"></div>
     <script>
       (function(){function r(e,n,t){function o(i,f){if(!n[i]){if(!e[i]){var c="function"==typeof require&&require;if(!f&&c)return c(i,!0);if(u)return u(i,!0);var a=new Error("Cannot find module '"+i+"'");throw a.code="MODULE_NOT_FOUND",a}var p=n[i]={exports:{}};e[i][0].call(p.exports,function(r){var n=e[i][1][r];return o(n||r)},p,p.exports,r,e,n,t)}return n[i].exports}for(var u="function"==typeof require&&require,i=0;i<t.length;i++)o(t[i]);return o}return r})()({1:[function(require,module,exports){
 const { getCollapsedCategory, setCollapsedIds } = require('./storage.js')
diff --git a/backend/src/main.py b/backend/src/main.py
index 91479e5..bbc7711 100644
--- a/backend/src/main.py
+++ b/backend/src/main.py
@@ -116,7 +116,7 @@ def new_trip(preferences: Preferences,
         raise HTTPException(status_code=500, detail=f"An unexpected error occurred: {str(exc)}") from exc
 
     t_second_stage = time.time() - start_time
-    # logger.debug(f'Generating landmarks      : {round(t_generate_landmarks,3)} seconds')
+
     logger.debug(f'First stage optimization\t: {round(t_first_stage,3)} seconds')
     logger.debug(f'Second stage optimization\t: {round(t_second_stage,3)} seconds')
     logger.info(f'Total computation time\t: {round(t_first_stage + t_second_stage,3)} seconds')
@@ -124,6 +124,7 @@ def new_trip(preferences: Preferences,
     linked_tour = LinkedLandmarks(refined_tour)
     # upon creation of the trip, persistence of both the trip and its landmarks is ensured.
     trip = Trip.from_linked_landmarks(linked_tour, cache_client)
+    logger.info(f'Generated a trip of {trip.total_time} minutes with {len(refined_tour)} landmarks in {round(t_generate_landmarks + t_first_stage + t_second_stage,3)} seconds.')
     return trip
 
 
diff --git a/backend/src/overpass/__init__.py b/backend/src/overpass/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/backend/src/overpass/caching_strategy.py b/backend/src/overpass/caching_strategy.py
index 02f6b0a..2a95441 100644
--- a/backend/src/overpass/caching_strategy.py
+++ b/backend/src/overpass/caching_strategy.py
@@ -106,7 +106,7 @@ class XMLCache(CachingStrategyBase):
                 tree = ET.parse(filename)
                 return tree.getroot()  # Return the root element of the parsed XML
             except ET.ParseError:
-                print(f"Error parsing cached XML file: {filename}")
+                # print(f"Error parsing cached XML file: {filename}")
                 return None
         return None
 
@@ -119,7 +119,7 @@ class XMLCache(CachingStrategyBase):
             with open(filename, 'wb') as file:
                 tree.write(file, encoding='utf-8', xml_declaration=True)
         except IOError as e:
-            print(f"Error writing to cache file: {filename} - {e}")
+            raise IOError(f"Error writing to cache file: {filename} - {e}") from e
 
 
 class CachingStrategy:
diff --git a/backend/src/overpass/overpass.py b/backend/src/overpass/overpass.py
index 54c5ce9..3a60d7f 100644
--- a/backend/src/overpass/overpass.py
+++ b/backend/src/overpass/overpass.py
@@ -1,12 +1,13 @@
 """Module allowing connexion to overpass api and fectch data from OSM."""
 from typing import Literal, List
 import urllib
-import json
+import logging
 import xml.etree.ElementTree as ET
 
 from .caching_strategy import get_cache_key, CachingStrategy
 
 
+logger = logging.getLogger('overpass')
 ElementTypes = List[Literal['way', 'node', 'relation']]
 
 
@@ -46,8 +47,13 @@ def build_query(area: tuple, element_types: ElementTypes,
     query = '('
 
     # Round the radius to nearest 50 and coordinates to generate less queries
-    search_radius = round(area[0] / 50) * 50
-    loc = tuple((round(area[1], 2), round(area[2], 2)))
+    if area[0] > 500 :
+        search_radius = round(area[0] / 50) * 50
+        loc = tuple((round(area[1], 2), round(area[2], 2)))
+    else :
+        search_radius = round(area[0] / 25) * 25
+        loc = tuple((round(area[1], 3), round(area[2], 3)))
+
     search_area = f"(around:{search_radius}, {str(loc[0])}, {str(loc[1])})"
 
     if conditions :
@@ -80,7 +86,7 @@ def send_query(query: str) -> dict:
     # Try to fetch the result from the cache
     cached_response = CachingStrategy.get(cache_key)
     if cached_response is not None :
-        print("Cache hit!")
+        logger.debug("Cache hit.")
         return cached_response
 
     # Define the Overpass API endpoint
@@ -106,12 +112,9 @@ def send_query(query: str) -> dict:
 
             # Cache the response data as an ElementTree root
             CachingStrategy.set(cache_key, root)
+            logger.debug("Response data added to cache.")
 
             return root
 
     except urllib.error.URLError as e:
-        print(f"Error connecting to Overpass API: {e}")
-        return None
-    except json.JSONDecodeError:
-        print("Error decoding the JSON response from Overpass API.")
-        return None
+        raise ConnectionError(f"Error connecting to Overpass API: {e}") from e
diff --git a/backend/src/sandbox/bandung_data.json b/backend/src/sandbox/bandung_data.json
deleted file mode 100644
index 0576b59..0000000
--- a/backend/src/sandbox/bandung_data.json
+++ /dev/null
@@ -1,4442 +0,0 @@
-{
-    "type": "FeatureCollection",
-    "generator": "overpass-turbo",
-    "copyright": "The data included in this document is from www.openstreetmap.org. The data is made available under ODbL.",
-    "timestamp": "2024-12-01T16:57:45Z",
-    "features": [
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "way/119437950",
-          "addr:city": "Bandung",
-          "addr:housenumber": "113",
-          "addr:postcode": "40132",
-          "addr:street": "Jalan Ir. H. Juanda",
-          "amenity": "restaurant",
-          "building": "yes",
-          "building:levels": "1",
-          "building:roof": "tile",
-          "building:structure": "reinforced_masonry",
-          "building:use": "commercial",
-          "building:walls": "brick",
-          "name": "Babakaran x Taichi \"Goreng\"",
-          "opening_hours": "Mo-Fr 08:00-15:00",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Polygon",
-          "coordinates": [
-            [
-              [
-                107.6121703,
-                -6.8925273
-              ],
-              [
-                107.6121626,
-                -6.8926664
-              ],
-              [
-                107.612662,
-                -6.8926936
-              ],
-              [
-                107.6126697,
-                -6.8925545
-              ],
-              [
-                107.6121703,
-                -6.8925273
-              ]
-            ]
-          ]
-        },
-        "id": "way/119437950"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "way/119438626",
-          "building": "yes",
-          "building:levels": "1",
-          "building:roof": "tile",
-          "building:structure": "reinforced_masonry",
-          "building:use": "commercial",
-          "building:walls": "brick",
-          "name": "Donatello",
-          "opening_hours": "Mo-Su 09:00-21:00",
-          "shop": "shoes"
-        },
-        "geometry": {
-          "type": "Polygon",
-          "coordinates": [
-            [
-              [
-                107.6133702,
-                -6.8929284
-              ],
-              [
-                107.6133658,
-                -6.8931467
-              ],
-              [
-                107.6136889,
-                -6.893153
-              ],
-              [
-                107.6136932,
-                -6.8929347
-              ],
-              [
-                107.6133702,
-                -6.8929284
-              ]
-            ]
-          ]
-        },
-        "id": "way/119438626"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "way/119441849",
-          "building": "yes",
-          "building:levels": "2",
-          "building:roof": "tile",
-          "building:structure": "confined_masonry",
-          "building:use": "commercial",
-          "building:walls": "brick",
-          "name": "Morning Dew factory outlet",
-          "opening_hours": "Mo-Su 08:30-20:00",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Polygon",
-          "coordinates": [
-            [
-              [
-                107.6120737,
-                -6.8980245
-              ],
-              [
-                107.6124941,
-                -6.8980706
-              ],
-              [
-                107.6125117,
-                -6.8979131
-              ],
-              [
-                107.6120912,
-                -6.897867
-              ],
-              [
-                107.6120737,
-                -6.8980245
-              ]
-            ]
-          ]
-        },
-        "id": "way/119441849"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "way/119442272",
-          "building": "yes",
-          "building:levels": "1",
-          "building:roof": "tile",
-          "building:structure": "reinforced_masonry",
-          "building:use": "commercial",
-          "building:walls": "brick",
-          "name": "FO Outlet",
-          "opening_hours": "Mo-Su 08:30-21:00",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Polygon",
-          "coordinates": [
-            [
-              [
-                107.612726,
-                -6.8969386
-              ],
-              [
-                107.6123397,
-                -6.896938
-              ],
-              [
-                107.6123395,
-                -6.8970606
-              ],
-              [
-                107.6127258,
-                -6.8970612
-              ],
-              [
-                107.612726,
-                -6.8969386
-              ]
-            ]
-          ]
-        },
-        "id": "way/119442272"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "way/119444369",
-          "building": "yes",
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\ No newline at end of file
diff --git a/backend/src/sandbox/colmar_data.json b/backend/src/sandbox/colmar_data.json
deleted file mode 100644
index 7564a95..0000000
--- a/backend/src/sandbox/colmar_data.json
+++ /dev/null
@@ -1,698 +0,0 @@
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-          "brand:wikidata": "Q2861975",
-          "brand:wikipedia": "fr:Armand Thiery",
-          "name": "Armand Thiery",
-          "opening_hours": "Mo-Sa 09:30-19:00",
-          "shop": "clothes",
-          "wheelchair": "limited"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
-            7.3594454,
-            48.0785574
-          ]
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-        "id": "node/2659184738"
-      },
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-        "type": "Feature",
-        "properties": {
-          "@id": "node/3618136290",
-          "name": "Chez Dominique",
-          "shop": "clothes"
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-          "type": "Point",
-          "coordinates": [
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-          ]
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-        "id": "node/3618136290"
-      },
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-        "properties": {
-          "@id": "node/3618136605",
-          "name": "Divamod",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
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-            48.0782989
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-        },
-        "id": "node/3618136605"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/3618284507",
-          "name": "Star tendances et voyages",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
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-            48.0830993
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-        },
-        "id": "node/3618284507"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/3619696125",
-          "brand": "Zeeman",
-          "brand:wikidata": "Q184399",
-          "name": "Zeeman",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
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-        },
-        "id": "node/3619696125"
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-        "type": "Feature",
-        "properties": {
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-          "name": "Miss et Mister",
-          "shop": "clothes"
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-        "geometry": {
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-          "brand": "Sergent Major",
-          "brand:wikidata": "Q62521738",
-          "clothes": "babies;children",
-          "name": "Sergent Major",
-          "opening_hours": "Mo-Sa 09:30-19:00",
-          "shop": "clothes",
-          "wheelchair": "no"
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-          "brand": "Armand Thiery",
-          "brand:wikidata": "Q2861975",
-          "brand:wikipedia": "fr:Armand Thiery",
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-          "name": "Armand Thiery",
-          "shop": "clothes"
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-        "geometry": {
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-        },
-        "id": "node/4907364791"
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-        "type": "Feature",
-        "properties": {
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-          "check_date": "2024-05-19",
-          "clothes": "children",
-          "name": "Du Pareil...au même",
-          "shop": "clothes"
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-      },
-      {
-        "type": "Feature",
-        "properties": {
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-          "name": "Abilos",
-          "shop": "clothes"
-        },
-        "geometry": {
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-          "coordinates": [
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-            48.0794136
-          ]
-        },
-        "id": "node/4922191645"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/4922191648",
-          "brand": "Esprit",
-          "brand:wikidata": "Q532746",
-          "brand:wikipedia": "en:Esprit Holdings",
-          "name": "Esprit",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
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-            48.0787549
-          ]
-        },
-        "id": "node/4922191648"
-      },
-      {
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-        "properties": {
-          "@id": "node/4922191972",
-          "brand": "Guess",
-          "brand:wikidata": "Q2470307",
-          "brand:wikipedia": "en:Guess (clothing)",
-          "name": "Guess",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
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-            48.0788003
-          ]
-        },
-        "id": "node/4922191972"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/4922192001",
-          "name": "Lingerie",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
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-            48.0779317
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-        },
-        "id": "node/4922192001"
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-      {
-        "type": "Feature",
-        "properties": {
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-          "name": "Al Assil",
-          "shop": "clothes"
-        },
-        "geometry": {
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-          "coordinates": [
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-            48.0780902
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-        },
-        "id": "node/5359915869"
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-      {
-        "type": "Feature",
-        "properties": {
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-          "brand": "Grain de Malice",
-          "brand:wikidata": "Q66757157",
-          "clothes": "women",
-          "name": "Grain de Malice",
-          "shop": "clothes",
-          "short_name": "GDM"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
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-            48.0786234
-          ]
-        },
-        "id": "node/9089360040"
-      },
-      {
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-        "properties": {
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-          "brand": "Undiz",
-          "brand:wikidata": "Q105306275",
-          "clothes": "underwear",
-          "name": "Undiz",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
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-            7.3599579,
-            48.0782846
-          ]
-        },
-        "id": "node/9095193153"
-      },
-      {
-        "type": "Feature",
-        "properties": {
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-          "branch": "Lingerie",
-          "brand": "RougeGorge",
-          "brand:wikidata": "Q104600739",
-          "clothes": "underwear",
-          "name": "RougeGorge",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
-            7.3604883,
-            48.0781607
-          ]
-        },
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-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/9095212690",
-          "alt_name": "North Face",
-          "brand": "The North Face",
-          "brand:wikidata": "Q152784",
-          "brand:wikipedia": "en:The North Face",
-          "check_date": "2024-05-19",
-          "name": "The North Face",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
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-            48.0773727
-          ]
-        },
-        "id": "node/9095212690"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/9095270059",
-          "air_conditioning": "no",
-          "clothes": "men",
-          "level": "0",
-          "name": "Maison Aume",
-          "second_hand": "no",
-          "shop": "clothes",
-          "wheelchair": "no"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
-            7.361364,
-            48.0799999
-          ]
-        },
-        "id": "node/9095270059"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/9098624272",
-          "name": "Destock Place",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
-            7.3575161,
-            48.0793009
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-        },
-        "id": "node/9098624272"
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-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/9123861652",
-          "name": "Weackers",
-          "shop": "shoes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
-            7.361329,
-            48.0785972
-          ]
-        },
-        "id": "node/9123861652"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/9162179887",
-          "brand": "Calzedonia",
-          "brand:wikidata": "Q1027874",
-          "brand:wikipedia": "en:Calzedonia",
-          "name": "Calzedonia",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
-            7.3606374,
-            48.0780809
-          ]
-        },
-        "id": "node/9162179887"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/9162206449",
-          "clothes": "women",
-          "name": "Cop. Copine",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
-            7.3600947,
-            48.078399
-          ]
-        },
-        "id": "node/9162206449"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/9162226360",
-          "brand": "Okaïdi",
-          "brand:wikidata": "Q3350027",
-          "brand:wikipedia": "fr:Okaïdi",
-          "name": "Okaïdi",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
-            7.3596986,
-            48.078428
-          ]
-        },
-        "id": "node/9162226360"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/9162227010",
-          "brand": "Jules",
-          "brand:wikidata": "Q3188386",
-          "brand:wikipedia": "fr:Jules (enseigne)",
-          "clothes": "men",
-          "name": "Jules",
-          "opening_hours": "Mo-Sa 09:30-19:00",
-          "phone": "+33 3 89 41 03 62",
-          "shop": "clothes",
-          "website": "https://www.jules.com/fr-fr/magasins/1600133/"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
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-            48.0782229
-          ]
-        },
-        "id": "node/9162227010"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/10151865029",
-          "name": "Atelier Cinq",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
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-            48.0772657
-          ]
-        },
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-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/10862176110",
-          "name": "L'hexagone",
-          "shop": "bag"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
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-            48.0814138
-          ]
-        },
-        "id": "node/10862176110"
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-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/11150877331",
-          "brand": "Punt Roma",
-          "brand:wikidata": "Q101423290",
-          "clothes": "women",
-          "name": "Punt Roma",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
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-            48.0779406
-          ]
-        },
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-      {
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-        "properties": {
-          "@id": "node/11150959880",
-          "name": "Caroll",
-          "shop": "clothes"
-        },
-        "geometry": {
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-            48.0779291
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-        },
-        "id": "node/11150959880"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/11302242094",
-          "branch": "Wintzenheim",
-          "name": "Label Fripe",
-          "opening_hours": "Mo-Sa 09:00-18:45",
-          "phone": "+33 3 89 27 39 25",
-          "second_hand": "only",
-          "shop": "clothes",
-          "website": "https://labelfripe.fr/label-fripe-wintzenheim/"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
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-            48.0850362
-          ]
-        },
-        "id": "node/11302242094"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/11392247003",
-          "name": "Lingerie Sipp",
-          "shop": "clothes"
-        },
-        "geometry": {
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-          "coordinates": [
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-            48.0841835
-          ]
-        },
-        "id": "node/11392247003"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/11778819781",
-          "addr:city": "Colmar",
-          "addr:housenumber": "10",
-          "addr:postcode": "68000",
-          "addr:street": "Rue des Têtes",
-          "clothes": "suits;hats;men",
-          "name": "Phillipe",
-          "phone": "0389411983",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
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-            48.0789064
-          ]
-        },
-        "id": "node/11778819781"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/11799215969",
-          "brand": "Petit Bateau",
-          "brand:wikidata": "Q3377090",
-          "name": "Petit Bateau",
-          "opening_hours": "Mo-Sa 10:00-19:00; Su 10:00-18:00",
-          "phone": "+33 3 89 24 97 85",
-          "shop": "clothes",
-          "website": "https://stores.petit-bateau.com/france/colmar/9-rue-des-boulangers"
-        },
-        "geometry": {
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-          "coordinates": [
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-            48.0780213
-          ]
-        },
-        "id": "node/11799215969"
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-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/11816704669",
-          "addr:housenumber": "10",
-          "addr:street": "Rue des Boulangers",
-          "name": "des petits hauts",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
-            7.3555001,
-            48.0780768
-          ]
-        },
-        "id": "node/11816704669"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/12320343534",
-          "addr:city": "Colmar",
-          "addr:housenumber": "44",
-          "addr:postcode": "68000",
-          "addr:street": "Rue des Clefs",
-          "brand": "Un Jour Ailleurs",
-          "brand:wikidata": "Q105106211",
-          "clothes": "women",
-          "name": "Un Jour Ailleurs",
-          "opening_hours": "Mo-Fr 10:00-19:00; Sa 10:00-18:30",
-          "phone": "+33368318572",
-          "shop": "clothes",
-          "website": "https://boutique.unjourailleurs.com/fr/mode-femme/boutique-colmar-76"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
-            7.35897,
-            48.0789807
-          ]
-        },
-        "id": "node/12320343534"
-      },
-      {
-        "type": "Feature",
-        "properties": {
-          "@id": "node/12320343536",
-          "addr:city": "Colmar",
-          "addr:housenumber": "38",
-          "addr:postcode": "68000",
-          "addr:street": "Rue des Clefs",
-          "brand": "Timberland",
-          "brand:wikidata": "Q1539185",
-          "name": "Timberland",
-          "opening_hours": "Mo-Sa 10:00-19:00",
-          "phone": "+33389298650",
-          "shop": "clothes"
-        },
-        "geometry": {
-          "type": "Point",
-          "coordinates": [
-            7.3592409,
-            48.0788785
-          ]
-        },
-        "id": "node/12320343536"
-      }
-    ]
-  }
\ No newline at end of file
diff --git a/backend/src/sandbox/get_streets.py b/backend/src/sandbox/get_streets.py
deleted file mode 100644
index 7940017..0000000
--- a/backend/src/sandbox/get_streets.py
+++ /dev/null
@@ -1,350 +0,0 @@
-# pylint: skip-file
-
-import numpy as np
-import json
-import os
-from typing import Optional, Literal
-from sklearn.cluster import DBSCAN
-from sklearn.decomposition import PCA
-import matplotlib.pyplot as plt
-from pydantic import BaseModel
-from OSMPythonTools.overpass import Overpass, overpassQueryBuilder
-from OSMPythonTools.cachingStrategy import CachingStrategy, JSON
-from math import sin, cos, sqrt, atan2, radians
-
-
-EARTH_RADIUS_KM = 6373
-
-
-class ShoppingLocation(BaseModel):
-    type: Literal['street', 'area']
-    importance: int
-    centroid: tuple
-    start: Optional[list] = None
-    end: Optional[list] = None
-
-
-# Output to frontend
-class Landmark(BaseModel) :
-    # Properties of the landmark
-    name : str
-    type: Literal['sightseeing', 'nature', 'shopping', 'start', 'finish']
-    location : tuple
-    osm_type : str
-    osm_id : int
-    attractiveness : int
-    n_tags : int
-    image_url : Optional[str] = None
-    website_url : Optional[str] = None
-    description : Optional[str] = None                          # TODO future
-    duration : Optional[int] = 0
-    name_en : Optional[str] = None
-
-    # Additional properties depending on specific tour
-    must_do : Optional[bool] = False
-    must_avoid : Optional[bool] = False
-    is_secondary : Optional[bool] = False
-
-    time_to_reach_next : Optional[int] = 0
-    next_uuid : Optional[str] = None
-
-
-def extract_points(filestr: str) :
-    """
-    Extract points from geojson file.
-
-    Returns :
-        np.array containing the points
-    """
-    points = []
-
-    with open(os.path.dirname(__file__) + '/' + filestr, 'r') as f:
-        geojson = json.load(f)
-
-        for feature in geojson['features']:
-            if feature['geometry']['type'] == 'Point':
-                centroid = feature['geometry']['coordinates']
-                points.append(centroid)
-
-            elif feature['geometry']['type'] == 'Polygon':
-                centroid = np.array(feature['geometry']['coordinates'][0][0])
-                points.append(centroid)
-    
-    # Convert the list of points to a NumPy array
-    return np.array(points)
-
-
-def get_distance(p1: tuple[float, float], p2: tuple[float, float]) -> int:
-    """
-    Calculate the time in minutes to travel from one location to another.
-
-    Args:
-        p1 (tuple[float, float]): Coordinates of the starting location.
-        p2 (tuple[float, float]): Coordinates of the destination.
-
-        Returns:
-        int: Time to travel from p1 to p2 in minutes.
-    """
-
-
-    if p1 == p2:
-        return 0
-    else:
-        # Compute the distance in km along the surface of the Earth
-        # (assume spherical Earth)
-        # this is the haversine formula, stolen from stackoverflow
-        # in order to not use any external libraries
-        lat1, lon1 = radians(p1[0]), radians(p1[1])
-        lat2, lon2 = radians(p2[0]), radians(p2[1])
-
-        dlon = lon2 - lon1
-        dlat = lat2 - lat1
-
-        a = sin(dlat / 2)**2 + cos(lat1) * cos(lat2) * sin(dlon / 2)**2
-        c = 2 * atan2(sqrt(a), sqrt(1 - a))
-
-        return EARTH_RADIUS_KM * c
-
-def filter_clusters(cluster_points, cluster_labels):
-    """
-    Remove clusters of less importance.
-    """
-    label_counts = np.bincount(cluster_labels)
-
-    # Step 3: Get the indices (labels) of the 5 largest clusters
-    top_5_labels = np.argsort(label_counts)[-5:]  # Get the largest 5 clusters
-
-    # Step 4: Filter points to keep only the points in the top 5 clusters
-    filtered_cluster_points = []
-    filtered_cluster_labels = []
-
-    for label in top_5_labels:
-        filtered_cluster_points.append(cluster_points[cluster_labels == label])
-        filtered_cluster_labels.append(np.full((label_counts[label],), label))  # Replicate the label
-
-    # Concatenate filtered clusters into a single array
-    return np.vstack(filtered_cluster_points), np.concatenate(filtered_cluster_labels)
-
-
-def fit_lines(points, labels):
-    """
-    Fit lines to identified clusters.
-    """
-    all_x = []
-    all_y = []
-    lines = []
-    locations = []
-
-    for label in set(labels):
-        cluster_points = points[labels == label]
-
-        # If there's not enough points, skip
-        if len(cluster_points) < 2:
-            continue
-
-        # Apply PCA to find the principal component (i.e., the line of best fit)
-        pca = PCA(n_components=1)
-        pca.fit(cluster_points)
-
-        direction = pca.components_[0]
-        centroid = pca.mean_
-
-        # Project the cluster points onto the principal direction (line direction)
-        projections = np.dot(cluster_points - centroid, direction)
-
-        # Get the range of the projections to find the approximate length of the cluster
-        cluster_length = projections.max() - projections.min()
-
-        # Now adjust `t` so that it scales with the cluster length
-        t = np.linspace(-cluster_length / 2.75, cluster_length / 2.75, 10)
-
-        # Calculate the start and end of the line based on min/max projections
-        start_point = centroid[0] + t*direction[0]
-        end_point = centroid[1] + t*direction[1]
-        
-        # Store the line
-        lines.append((start_point, end_point))
-
-        # For visualization, store the points
-        all_x.append(min(start_point))
-        all_x.append(max(start_point))
-        all_y.append(min(end_point))
-        all_y.append(max(end_point))
-
-        if np.linalg.norm(t) <= 0.0045 :
-            loc = ShoppingLocation(
-                type='area',
-                centroid=tuple((centroid[1], centroid[0])),
-                importance = len(cluster_points),
-            )
-        else :
-            loc = ShoppingLocation(
-                type='street',
-                centroid=tuple((centroid[1], centroid[0])),
-                importance = len(cluster_points),
-                start=start_point,
-                end=end_point
-            )
-
-        locations.append(loc)
-
-    xmin = min(all_x)
-    xmax = max(all_x)
-    ymin = min(all_y)
-    ymax = max(all_y)
-    corners = (xmin, xmax, ymin, ymax)
-
-    return corners, locations
-
-
-
-def create_landmark(shopping_location: ShoppingLocation):
-
-    # Define the bounding box for a given radius around the coordinates
-    lat, lon = shopping_location.centroid
-    bbox = ("around:1000", str(lat), str(lon))
-    
-    overpass = Overpass()
-    # CachingStrategy.use(JSON, cacheDir=OSM_CACHE_DIR)
-
-    # Query neighborhoods and shopping malls
-    selectors = ['"place"~"^(suburb|neighborhood|neighbourhood|quarter|city_block)$"', '"shop"="mall"']
-
-    min_dist = float('inf')
-    new_name = 'Shopping Area'
-    new_name_en = None
-    osm_id = 0
-    osm_type = 'node'
-
-    for sel in selectors : 
-        query = overpassQueryBuilder(
-            bbox = bbox,
-            elementType = ['node', 'way', 'relation'],
-            selector = sel,
-            includeCenter = True,
-            out = 'center'
-        )
-
-        try:
-            result = overpass.query(query)
-        except Exception as e:
-            raise Exception("query unsuccessful")
-
-        for elem in result.elements():
-
-            location = (elem.centerLat(), elem.centerLon())
-
-            if location[0] is None : 
-                location = (elem.lat(), elem.lon())
-                if location[0] is None : 
-                    # print(f"Fetching coordinates failed with {elem.type()}/{elem.id()}")
-                    continue
-
-            # print(f"Distance : {get_distance(shopping_location.centroid, location)}")
-            d = get_distance(shopping_location.centroid, location)
-            if  d < min_dist :
-                min_dist = d
-                new_name = elem.tag('name')
-                osm_type = elem.type()              # Add type: 'way' or 'relation'
-                osm_id = elem.id()                  # Add OSM id 
-
-                # add english name if it exists
-                try :
-                    new_name_en = elem.tag('name:en')
-                except:
-                    pass 
-    
-    return Landmark(
-        name=new_name,
-        type='shopping',
-        location=shopping_location.centroid,              # TODO: use the fact the we can also recognize streets.
-        attractiveness=shopping_location.importance,
-        n_tags=0,
-        osm_id=osm_id,
-        osm_type=osm_type,
-        name_en=new_name_en
-    )
-
-
-# Extract points
-points = extract_points('vienna_data.json')
-
-# print(len(points))
-
-######## Create a figure with 1 row and 3 columns for side-by-side plots
-fig, axes = plt.subplots(1, 3, figsize=(15, 5))
-# Plot Raw data points
-axes[0].set_title('Raw Data')
-axes[0].scatter(points[:, 0], points[:, 1], color='blue', s=20)
-
-
-# Apply DBSCAN to find clusters. Choose different settings for different cities.
-if len(points) > 400 :
-    dbscan = DBSCAN(eps=0.00118, min_samples=15, algorithm='kd_tree')  # for large cities
-else :
-    dbscan = DBSCAN(eps=0.00075, min_samples=10, algorithm='kd_tree')  # for small cities
-
-labels = dbscan.fit_predict(points)
-
-# Separate clustered points and noise points
-clustered_points = points[labels != -1]
-clustered_labels = labels[labels != -1]
-noise_points = points[labels == -1] 
-
-######## Plot n°1: DBSCAN Clustering Results
-axes[1].set_title('DBSCAN Clusters')
-axes[1].scatter(clustered_points[:, 0], clustered_points[:, 1], c=clustered_labels, cmap='rainbow', s=20)
-axes[1].scatter(noise_points[:, 0], noise_points[:, 1], c='blue', s=7, label='Noise')
-
-# Keep the 5 biggest clusters
-clustered_points, clustered_labels = filter_clusters(clustered_points, clustered_labels)
-
-# Fit lines
-corners, locations = fit_lines(clustered_points, clustered_labels)
-(xmin, xmax, ymin, ymax) = corners
-
-
-######## Plot clustered points in normal size and noise points separately
-axes[2].scatter(clustered_points[:, 0], clustered_points[:, 1], c=clustered_labels, cmap='rainbow', s=30)
-axes[2].set_title('PCA Fitted Lines on Clusters')
-
-# Create a list of Landmarks for the shopping things
-shopping_landmarks = []
-for loc in locations :
-    axes[2].scatter(loc.centroid[1], loc.centroid[0], color='red', marker='x', s=200, linewidth=3)
-    landmark = create_landmark(loc)
-    shopping_landmarks.append(landmark)
-    axes[2].text(loc.centroid[1], loc.centroid[0], landmark.name, 
-             ha='center', va='top', fontsize=6, 
-             bbox=dict(facecolor='white', edgecolor='black', boxstyle='round,pad=0.2'),
-             zorder=3)
-    
-    
-
-####### Plot the detected lines in the final plot #######
-# for loc in locations:
-#     if loc.type == 'street' :
-#         line_x = loc.start
-#         line_y = loc.end
-#         axes[2].plot(line_x, line_y, color='lime', linewidth=3)
-#     else :
-
-
-
-axes[0].set_xlim(xmin-0.01, xmax+0.01)
-axes[0].set_ylim(ymin-0.01, ymax+0.01)
-
-axes[1].set_xlim(xmin-0.01, xmax+0.01)
-axes[1].set_ylim(ymin-0.01, ymax+0.01)
-
-axes[2].set_xlim(xmin-0.01, xmax+0.01)
-axes[2].set_ylim(ymin-0.01, ymax+0.01)
-
-
-print("\n\n\n")
-for landmark in shopping_landmarks :
-    print(f"{landmark.name} is a shopping area with a score of {landmark.attractiveness}")
-
-
-plt.tight_layout()
-plt.show()
diff --git a/backend/src/sandbox/lyon_data.json b/backend/src/sandbox/lyon_data.json
deleted file mode 100644
index a73e70b..0000000
--- a/backend/src/sandbox/lyon_data.json
+++ /dev/null
@@ -1,17824 +0,0 @@
-{
-  "type": "FeatureCollection",
-  "generator": "overpass-turbo",
-  "copyright": "The data included in this document is from www.openstreetmap.org. The data is made available under ODbL.",
-  "timestamp": "2024-12-02T21:03:57Z",
-  "features": [
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/95836772",
-        "name": "KL Destockage",
-        "shop": "shoes",
-        "survey:date": "2020-12-26"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8442915,
-          45.7445962
-        ]
-      },
-      "id": "node/95836772"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/273204887",
-        "brand": "Zadig & Voltaire",
-        "brand:wikidata": "Q3574548",
-        "brand:wikipedia": "fr:Zadig & Voltaire",
-        "name": "Zadig & Voltaire",
-        "opening_hours": "Mo-Sa 10:00-19:00",
-        "shop": "clothes",
-        "survey:date": "2023-06-18",
-        "wheelchair": "limited"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8342714,
-          45.7624072
-        ]
-      },
-      "id": "node/273204887"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/273209129",
-        "name": "By Johanne",
-        "opening_hours": "Mo-Sa 10:00-19:00",
-        "ref:FR:SIRET": "50062971200075",
-        "shop": "clothes",
-        "website": "http://www.by-johanne.com"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8322113,
-          45.7595615
-        ]
-      },
-      "id": "node/273209129"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/539430205",
-        "addr:city": "Lyon",
-        "addr:country": "FR",
-        "addr:postcode": "69003",
-        "check_date:opening_hours": "2024-04-19",
-        "name": "Milpau",
-        "opening_hours:signed": "no",
-        "ref:FR:SIRET": "33764419900024",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8410213,
-          45.7583034
-        ]
-      },
-      "id": "node/539430205"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/730495372",
-        "brand": "Intersport",
-        "clothes": "sports",
-        "opening_hours": "Mo-Sa 10:00-19:00",
-        "shop": "clothes",
-        "wheelchair": "yes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.879155,
-          45.7693615
-        ]
-      },
-      "id": "node/730495372"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/832463266",
-        "name": "Liberty's",
-        "ref:FR:SIRET": "43424030500012",
-        "shop": "clothes",
-        "source": "cadastre-dgi-fr source : Direction Générale des Impôts - Cadastre. Mise à jour : 2010"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8117884,
-          45.7578022
-        ]
-      },
-      "id": "node/832463266"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1088477421",
-        "name": "D'une Idée à l'Autre",
-        "opening_hours": "Tu-Sa 10:00-12:30,15:00-19:00; Su 10:00-12:30",
-        "shop": "clothes",
-        "wheelchair": "no"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8170133,
-          45.8143381
-        ]
-      },
-      "id": "node/1088477421"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1391026568",
-        "check_date:opening_hours": "2024-02-03",
-        "contact:facebook": "kanopeestore",
-        "name": "Kanopee",
-        "opening_hours": "Mo-Fr 10:00-19:00; Sa 10:00-19:30",
-        "ref:FR:SIRET": "79780345900032",
-        "shop": "clothes",
-        "survey:date": "2023-08-20",
-        "website": "https://kanopee-store.com/",
-        "wheelchair": "yes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8301137,
-          45.7547287
-        ]
-      },
-      "id": "node/1391026568"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1421966709",
-        "name": "Armée du Salut",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8754214,
-          45.7664267
-        ]
-      },
-      "id": "node/1421966709"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1422033282",
-        "shop": "clothes",
-        "wheelchair": "no"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8804733,
-          45.7702408
-        ]
-      },
-      "id": "node/1422033282"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1422045205",
-        "brand": "Armand Thiery",
-        "brand:wikidata": "Q2861975",
-        "brand:wikipedia": "fr:Armand Thiery",
-        "name": "Armand Thiery",
-        "opening_hours": "Mo-Sa 09:30-19:00",
-        "shop": "clothes",
-        "wheelchair": "yes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.879265,
-          45.7682136
-        ]
-      },
-      "id": "node/1422045205"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1422045223",
-        "brand": "Naf Naf",
-        "brand:wikidata": "Q3334188",
-        "brand:wikipedia": "fr:Naf Naf",
-        "name": "Naf Naf",
-        "shop": "clothes",
-        "wheelchair": "yes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8797317,
-          45.7692099
-        ]
-      },
-      "id": "node/1422045223"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1422045268",
-        "brand": "Sergent Major",
-        "brand:wikidata": "Q62521738",
-        "brand:wikipedia": "fr:Sergent Major (entreprise)",
-        "clothes": "babies;children",
-        "name": "Sergent Major",
-        "opening_hours": "Tu-Sa 09:30-19:00; Mo 10:00-13:00,14:00-19:00",
-        "phone": "+33478953530",
-        "shop": "clothes",
-        "website": "https://www.sergent-major.com/",
-        "wheelchair": "yes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8791281,
-          45.7694681
-        ]
-      },
-      "id": "node/1422045268"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1422070694",
-        "clothes": "leather",
-        "name": "Cuirs et Peaux",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8807663,
-          45.7684918
-        ]
-      },
-      "id": "node/1422070694"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1423371849",
-        "name": "Exode",
-        "opening_hours": "Tu-Th,Sa 10:00-19:30; Mo 13:30-19:30; Fr 10:00-12:30,14:00-19:30",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8829745,
-          45.7686271
-        ]
-      },
-      "id": "node/1423371849"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1430501612",
-        "name": "Patrice Bréal",
-        "shop": "clothes",
-        "wheelchair": "yes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.879701,
-          45.768684
-        ]
-      },
-      "id": "node/1430501612"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1430501615",
-        "brand": "Pimkie",
-        "brand:wikidata": "Q1758066",
-        "brand:wikipedia": "en:Pimkie",
-        "name": "Pimkie",
-        "shop": "clothes",
-        "wheelchair": "no"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8796909,
-          45.768774
-        ]
-      },
-      "id": "node/1430501615"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1430501616",
-        "name": "Kickers",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8797062,
-          45.7685645
-        ]
-      },
-      "id": "node/1430501616"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1430501617",
-        "name": "carré blanc",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8796802,
-          45.7689742
-        ]
-      },
-      "id": "node/1430501617"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1430511892",
-        "brand": "Caroll",
-        "brand:wikidata": "Q63063871",
-        "name": "Caroll",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8797079,
-          45.7684086
-        ]
-      },
-      "id": "node/1430511892"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1430511903",
-        "brand": "Riu Paris",
-        "brand:wikidata": "Q16644311",
-        "brand:wikipedia": "fr:RIU Paris",
-        "check_date:opening_hours": "2024-05-24",
-        "clothes": "women",
-        "name": "Riu Paris",
-        "opening_hours": "Mo 14:00-19:00; Tu-Sa 10:00-19:00",
-        "shop": "clothes",
-        "wheelchair": "yes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8792698,
-          45.7690191
-        ]
-      },
-      "id": "node/1430511903"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1430540866",
-        "name": "Modern' style",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8793407,
-          45.7676409
-        ]
-      },
-      "id": "node/1430540866"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1430555128",
-        "brand": "Celio",
-        "brand:wikidata": "Q2672003",
-        "brand:wikipedia": "en:Celio (retailer)",
-        "check_date:opening_hours": "2024-06-15",
-        "name": "Celio",
-        "opening_hours": "Mo-Sa 09:30-19:00",
-        "shop": "clothes",
-        "wheelchair": "yes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8797714,
-          45.7671667
-        ]
-      },
-      "id": "node/1430555128"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1430555129",
-        "brand": "Un Jour Ailleurs",
-        "brand:wikidata": "Q105106211",
-        "name": "Un jour ailleurs",
-        "opening_hours": "Tu,We,Fr,Sa 10:00-19:00, Mo,Th 14:00-19:00, Th 10:00-13:00",
-        "shop": "clothes",
-        "wheelchair": "yes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.879758,
-          45.7673763
-        ]
-      },
-      "id": "node/1430555129"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1430571467",
-        "name": "B concept",
-        "opening_hours": "Mo-Fr 09:00-19:00; Sa 09:00-17:00",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8789935,
-          45.7674755
-        ]
-      },
-      "id": "node/1430571467"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/1550875427",
-        "name": "Stocks Bellecour",
-        "opening_hours": "Tu-Sa 10:00-12:30,13:30-19:00; Mo 13:15-19:00",
-        "ref:FR:SIRET": "95750968000014",
-        "shop": "clothes",
-        "wheelchair": "no"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          4.8318762,
-          45.7566346
-        ]
-      },
-      "id": "node/1550875427"
-    },
-    {
-      "type": "Feature",
-      "properties": {
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\ No newline at end of file
diff --git a/backend/src/sandbox/newyork_data.json b/backend/src/sandbox/newyork_data.json
deleted file mode 100644
index e40935c..0000000
--- a/backend/src/sandbox/newyork_data.json
+++ /dev/null
@@ -1,42085 +0,0 @@
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-          "name": "Madewell",
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\ No newline at end of file
diff --git a/backend/src/sandbox/overpass_test.py b/backend/src/sandbox/overpass_test.py
deleted file mode 100644
index b0aefea..0000000
--- a/backend/src/sandbox/overpass_test.py
+++ /dev/null
@@ -1,288 +0,0 @@
-from typing import Literal, List, Optional
-from pydantic import BaseModel
-import urllib.request
-import urllib.parse
-import json
-import yaml
-from pathlib import Path
-import xml.etree.ElementTree as ET
-
-
-
-OSM_ENDPOINT = 'http://overpass-api.de/api/'
-LOCATION_PREFIX = Path('src')
-PARAMETERS_DIR = LOCATION_PREFIX / 'parameters'
-AMENITY_SELECTORS_PATH = PARAMETERS_DIR / 'amenity_selectors.yaml'
-
-
-ElementTypes = List[Literal['way', 'node', 'relation']]
-
-
-
-# Output to frontend
-class Landmark(BaseModel) :
-    """
-    A class representing a landmark or point of interest (POI) in the context of a trip.
-
-    The Landmark class is used to model visitable locations, such as tourist attractions,
-    natural sites, shopping locations, and start/end points in travel itineraries. It
-    holds information about the landmark's attributes and supports comparisons and
-    calculations, such as distance between landmarks.
-
-    Attributes:
-        name (str): The name of the landmark.
-        type (Literal): The type of the landmark, which can be one of ['sightseeing', 'nature', 
-            'shopping', 'start', 'finish'].
-        location (tuple): A tuple representing the (latitude, longitude) of the landmark.
-        osm_type (str): The OpenStreetMap (OSM) type of the landmark.
-        osm_id (int): The OpenStreetMap (OSM) ID of the landmark.
-        attractiveness (int): A score representing the attractiveness of the landmark.
-        n_tags (int): The number of tags associated with the landmark.
-        image_url (Optional[str]): A URL to an image of the landmark.
-        website_url (Optional[str]): A URL to the landmark's official website.
-        description (Optional[str]): A text description of the landmark.
-        duration (Optional[int]): The estimated time to visit the landmark (in minutes).
-        name_en (Optional[str]): The English name of the landmark.
-        uuid (UUID): A unique identifier for the landmark, generated by default using uuid4.
-        must_do (Optional[bool]): Whether the landmark is a "must-do" attraction.
-        must_avoid (Optional[bool]): Whether the landmark should be avoided.
-        is_secondary (Optional[bool]): Whether the landmark is secondary or less important.
-        time_to_reach_next (Optional[int]): Estimated time (in minutes) to reach the next landmark.
-        next_uuid (Optional[UUID]): UUID of the next landmark in sequence (if applicable).
-    """
-
-    # Properties of the landmark
-    name : str
-    type: Literal['sightseeing', 'nature', 'shopping', 'start', 'finish']
-    location : tuple
-    osm_type : str
-    osm_id : int
-    attractiveness : int
-    n_tags : int
-    image_url : Optional[str] = None
-    website_url : Optional[str] = None
-    wiki_url : Optional[str] = None
-    description : Optional[str] = None                          # TODO future
-    duration : Optional[int] = 0
-    name_en : Optional[str] = None
-
-
-    # Additional properties depending on specific tour
-    must_do : Optional[bool] = False
-    must_avoid : Optional[bool] = False
-    is_secondary : Optional[bool] = False
-
-    time_to_reach_next : Optional[int] = 0
-    
-    # More properties to define the score
-    is_viewpoint : Optional[bool] = False
-    is_cathedral : Optional[bool] = False
-    is_place_of_worship : Optional[bool] = False
-
-
-def OverpassQueryBuilder(area: tuple, element_types: ElementTypes, selector: str, 
-                         conditions=[], out='center'):
-
-    if not isinstance(conditions, list) :
-        conditions = [conditions]
-
-    query = '('
-    search_area = f"({', '.join(map(str, area))})"
-    if conditions :
-        conditions = '(if: ' + ' && '.join(conditions) + ')'
-    else :
-        conditions = ''
-
-    for elem in element_types :
-        query += elem + '[' + selector + ']' + conditions + search_area + ';'
-
-    query += ');' + f'out {out};'
-
-    return query
-
-def dict_to_selector_list(d: dict) -> list:
-    """
-    Convert a dictionary of key-value pairs to a list of Overpass query strings.
-
-    Args:
-        d (dict): A dictionary of key-value pairs representing the selector.
-
-    Returns:
-        list: A list of strings representing the Overpass query selectors.
-    """
-    return_list = []
-    for key, value in d.items():
-        if isinstance(value, list):
-            val = '|'.join(value)
-            return_list.append(f'{key}~"^({val})$"')
-        elif isinstance(value, str) and len(value) == 0:
-            return_list.append(f'{key}')
-        else:
-            return_list.append(f'{key}={value}')
-    return return_list
-
-
-def send_query(query: str) -> dict:
-    """
-    Sends the Overpass QL query to the Overpass API and returns the parsed JSON response.
-
-    Args:
-        query (str): The Overpass QL query to be sent to the Overpass API.
-
-    Returns:
-        dict: The parsed JSON response from the Overpass API, or None if the request fails.
-    """
-
-    # Define the Overpass API endpoint
-    overpass_url = "https://overpass-api.de/api/interpreter"
-
-    # Prepare the data to be sent as POST request, encoded as bytes
-    data = urllib.parse.urlencode({'data': query}).encode('utf-8')
-
-    # Create a custom header with a User-Agent
-    headers = {
-        'User-Agent': 'Mozilla/5.0 (compatible; OverpassQuery/1.0; +http://example.com)',
-    }
-
-    try:
-        # Create a Request object with the specified URL, data, and headers
-        request = urllib.request.Request(overpass_url, data=data, headers=headers)
-        
-        # Send the request and read the response
-        with urllib.request.urlopen(request) as response:
-            # Read and decode the response
-            response_data = response.read().decode('utf-8')
-            return ET.fromstring(response_data)
-
-    except urllib.error.URLError as e:
-        print(f"Error connecting to Overpass API: {e}")
-        return None
-    except json.JSONDecodeError:
-        print("Error decoding the JSON response from Overpass API.")
-        return None
-
-
-
-def parse_result(root: ET.Element, elem_type) -> List[Landmark]:
-
-    landmarks = []
-    if root is None :
-        return landmarks
-
-    for osm_type in ['node', 'way', 'relation'] :
-        for elem in root.findall(osm_type):
-
-            # Extract basic info from the landmark.
-            name = elem.find("tag[@k='name']").get('v') if elem.find("tag[@k='name']") is not None else None
-            center = elem.find('center')
-            tags = elem.findall('tag')
-
-            # Extract the center latitude and longitude if available.
-            if name is not None and center is not None:
-                lat = center.get('lat')
-                lon = center.get('lon')
-                coords = tuple((lat, lon))
-            else :
-                continue
-            
-            # Convert this to Landmark object
-            landmark = Landmark(name=name,
-                                type=elem_type,
-                                location=coords,
-                                osm_id=elem.get('id'), 
-                                osm_type=osm_type,
-                                attractiveness=0,
-                                n_tags=len(tags))
-
-            # Browse through tags to add information to landmark.
-            for tag in tags:
-                key = tag.get('k')
-                value = tag.get('v')
-
-                # Skip this landmark if not suitable.
-                if key == 'building:part' and value == 'yes' :
-                    break
-                if 'disused:' in key :
-                    break
-                if 'boundary:' in key :
-                    break
-                if 'shop' in key and elem_type != 'shopping' :
-                    break
-                # if value == 'apartments' :
-                #     break
-                
-                # Fill in the other attributes.
-                if key == 'image' :
-                    landmark.image_url = value
-                if key == 'website' :
-                    landmark.website_url = value
-                if key == 'place_of_worship' :
-                    landmark.is_place_of_worship = True
-                if key == 'wikipedia' :
-                    landmark.wiki_url = value
-                if key == 'name:en' :
-                    landmark.name_en = value
-                if 'building:' in key or 'pay' in key :
-                    landmark.n_tags -= 1
-                
-                # Set the duration.
-                if value in ['museum', 'aquarium', 'planetarium'] :
-                    landmark.duration = 60
-                elif value == 'viewpoint' :
-                    landmark.is_viewpoint = True
-                    landmark.duration = 10
-                elif value == 'cathedral' :
-                    landmark.is_place_of_worship = False
-                    landmark.duration = 10
-                else :
-                    landmark.duration = 5
-
-            else: 
-                set_score(landmark, elem_type)
-                landmarks.append(landmark)
-            continue
-
-    return landmarks
-
-
-def set_score(landmark: Landmark, landmarktype: str) :
-
-        score = landmark.n_tags**1.15
-        if landmark.wiki_url :
-            score *= 1.1
-        if landmark.image_url :
-            score *= 1.1
-        if landmark.website_url :
-            score *= 1.1
-        if landmark.is_place_of_worship :
-            score *= 0.65
-        if landmark.is_viewpoint :
-            # print(f"{landmark.name}:  n_tags={landmark.n_tags} and score={score*3*1.35*10}")
-            score *= 3
-        if landmarktype == 'nature' :
-            score *= 1.35
-
-        landmark.attractiveness = int(score * 10)
-
-
-with AMENITY_SELECTORS_PATH.open('r') as f:
-    amenity_selectors = yaml.safe_load(f)
-    amenity_selector = amenity_selectors['nature']
-bbox = tuple(('around:1714', 45.7576485, 4.8330241))
-
-landmarks = []
-for sel in dict_to_selector_list(amenity_selector):
-
-    query = OverpassQueryBuilder(area=bbox,
-                                 element_types=['way', 'relation'],
-                                 selector=sel,
-                                #  conditions='count_tags()>5',
-                                 out='center')
-    print(query + '\n')
-
-    root = send_query(query)
-
-    landmarks += parse_result(root, 'nature')
-
-
-print(len(landmarks))
\ No newline at end of file
diff --git a/backend/src/sandbox/paris_data.json b/backend/src/sandbox/paris_data.json
deleted file mode 100644
index 1977820..0000000
--- a/backend/src/sandbox/paris_data.json
+++ /dev/null
@@ -1,83615 +0,0 @@
-{
-  "type": "FeatureCollection",
-  "generator": "overpass-turbo",
-  "copyright": "The data included in this document is from www.openstreetmap.org. The data is made available under ODbL.",
-  "timestamp": "2024-12-02T21:05:00Z",
-  "features": [
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/247589882",
-        "alt_name": "Yves Saint Laurent",
-        "brand": "Saint Laurent",
-        "brand:wikidata": "Q2282172",
-        "name": "Saint Laurent",
-        "shop": "clothes",
-        "short_name": "YSL"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.3308795,
-          48.86534
-        ]
-      },
-      "id": "node/247589882"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/320799890",
-        "brand": "Foot Locker",
-        "brand:wikidata": "Q63335",
-        "brand:wikipedia": "en:Foot Locker",
-        "check_date": "2024-11-02",
-        "level": "0",
-        "name": "Foot Locker",
-        "shop": "shoes",
-        "source": "survey",
-        "wheelchair": "yes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.3523721,
-          48.8574538
-        ]
-      },
-      "id": "node/320799890"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/408946638",
-        "name": "Thibault van der Straete",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.3357724,
-          48.8865646
-        ]
-      },
-      "id": "node/408946638"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/408947922",
-        "addr:city": "Paris",
-        "addr:housenumber": "16",
-        "addr:postcode": "75018",
-        "addr:street": "Rue la Vieuville",
-        "name": "Veja",
-        "shop": "shoes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.3399976,
-          48.8846282
-        ]
-      },
-      "id": "node/408947922"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/599513255",
-        "brand": "Birkenstock",
-        "brand:website": "https://www.birkenstock.com/",
-        "brand:wikidata": "Q648458",
-        "contact:city": "Paris",
-        "contact:housenumber": "17",
-        "contact:instagram": "birkenstock",
-        "contact:postcode": "75004",
-        "contact:street": "Rue des Archives",
-        "name": "Birkenstock",
-        "opening_hours": "Mo-Sa 10:30-19:30",
-        "shop": "shoes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.3550712,
-          48.8584708
-        ]
-      },
-      "id": "node/599513255"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/667304743",
-        "name": "Schmoove",
-        "opening_hours": "Tu-Fr 11:00-14:00,14:30-19:00; Sa 11:00-14:00,14:30-19:30",
-        "shop": "shoes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.374569,
-          48.8530743
-        ]
-      },
-      "id": "node/667304743"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/667526177",
-        "name": "Issy Clés",
-        "shop": "shoes",
-        "source": "survey"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.2793195,
-          48.8267026
-        ]
-      },
-      "id": "node/667526177"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/667526196",
-        "email": "talonpourpre@neuf.fr",
-        "name": "Talon Pourpre",
-        "phone": "+33 1 46 38 56 87",
-        "shop": "shoes",
-        "source": "knowledge"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.2818812,
-          48.828624
-        ]
-      },
-      "id": "node/667526196"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/669075451",
-        "check_date:opening_hours": "2024-03-19",
-        "contact:city": "Paris",
-        "contact:postcode": "75015",
-        "contact:street": "Rue de Vaugirard",
-        "level": "0",
-        "name": "BHUMI friperie",
-        "opening_hours": "Mo-Su 10:00-20:00",
-        "second_hand": "only",
-        "shop": "clothes",
-        "wheelchair": "no"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.2972865,
-          48.8375698
-        ]
-      },
-      "id": "node/669075451"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/669075493",
-        "branch": "Convention",
-        "brand": "Jacadi",
-        "brand:wikidata": "Q3157058",
-        "check_date:opening_hours": "2024-03-19",
-        "clothes": "children",
-        "name": "Jacadi",
-        "opening_hours": "Mo-Sa 10:00-19:00",
-        "operator": "Jacadi",
-        "shop": "clothes",
-        "source": "knowledge"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.2977548,
-          48.8378084
-        ]
-      },
-      "id": "node/669075493"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/669075521",
-        "branch": "Convention",
-        "brand": "Petit Bateau",
-        "brand:wikidata": "Q3377090",
-        "name": "Petit Bateau",
-        "opening_hours": "Mo-Sa 10:00-19:00",
-        "operator": "Petit Bateau",
-        "phone": "+33 1 44 19 89 81",
-        "shop": "clothes",
-        "source": "knowledge",
-        "website": "https://stores.petit-bateau.com/france/paris/323-rue-vaugirard"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.2983585,
-          48.8381491
-        ]
-      },
-      "id": "node/669075521"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/674211606",
-        "brand": "Princesse tam.tam",
-        "brand:wikidata": "Q3403500",
-        "brand:wikipedia": "fr:Princesse tam.tam",
-        "check_date": "2024-01-21",
-        "name": "Princesse tam.tam",
-        "opening_hours": "Tu-Sa 10:30-19:00; Mo 14:00-19:00",
-        "operator": "Princesse Tam-tam",
-        "shop": "clothes",
-        "source": "knowledge"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.298565,
-          48.8385165
-        ]
-      },
-      "id": "node/674211606"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/680443043",
-        "addr:city": "Paris",
-        "addr:postcode": "75001",
-        "addr:street": "Rue Berger",
-        "check_date": "2024-06-23",
-        "clothes": "sports",
-        "name": "Unisport",
-        "old_name": "Adidas Football",
-        "phone": "+33 1 40 26 39 20",
-        "shop": "clothes",
-        "website": "https://unisportstore.fr",
-        "wheelchair": "yes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.3485197,
-          48.8609376
-        ]
-      },
-      "id": "node/680443043"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/682258926",
-        "contact:city": "Paris",
-        "contact:email": "contact@antoine1745.com",
-        "contact:housenumber": "10",
-        "contact:phone": "+33 1 42 96 01 80;+33 6 59 05 89 01",
-        "contact:postcode": "75001",
-        "contact:street": "Avenue de l'Opéra",
-        "contact:website": "https://www.antoine1745.com",
-        "name": "Antoine",
-        "opening_hours": "Tu-Sa 10:30-13:00,14:00-18:30",
-        "shop": "clothes",
-        "source": "cadastre-dgi-fr source : Direction Générale des Impôts - Cadastre. Mise à jour : 2010"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.335091,
-          48.8648371
-        ]
-      },
-      "id": "node/682258926"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/683264837",
-        "brand": "Paul Smith",
-        "brand:wikidata": "Q56356277",
-        "contact:city": "Paris",
-        "contact:housenumber": "223",
-        "contact:postcode": "75001",
-        "contact:street": "Rue Saint-Honoré",
-        "name": "Paul Smith",
-        "second_hand": "no",
-        "shop": "clothes",
-        "source": "cadastre-dgi-fr source : Direction Générale des Impôts - Cadastre. Mise à jour : 2010",
-        "wheelchair": "yes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.3298197,
-          48.8658727
-        ]
-      },
-      "id": "node/683264837"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/683328230",
-        "contact:city": "Paris",
-        "contact:housenumber": "244",
-        "contact:postcode": "75001",
-        "contact:street": "Rue de Rivoli",
-        "name": "51 Montaigne",
-        "shop": "clothes",
-        "wheelchair": "limited"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.325352,
-          48.8660837
-        ]
-      },
-      "id": "node/683328230"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/683328243",
-        "contact:city": "Paris",
-        "contact:housenumber": "4",
-        "contact:postcode": "75001",
-        "contact:street": "Rue Cambon",
-        "name": "Yohji Yamamoto",
-        "opening_hours": "24/7",
-        "shop": "clothes",
-        "source": "cadastre-dgi-fr source : Direction Générale des Impôts - Cadastre. Mise à jour : 2010"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.3255262,
-          48.8664895
-        ]
-      },
-      "id": "node/683328243"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/683328247",
-        "name": "D'Orly",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.326008,
-          48.8658747
-        ]
-      },
-      "id": "node/683328247"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/683328423",
-        "contact:city": "Paris",
-        "contact:housenumber": "236",
-        "contact:postcode": "75001",
-        "contact:street": "Rue de Rivoli",
-        "name": "Theo Fil",
-        "shop": "clothes",
-        "source": "cadastre-dgi-fr source : Direction Générale des Impôts - Cadastre. Mise à jour : 2010"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.3268063,
-          48.8655768
-        ]
-      },
-      "id": "node/683328423"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/683386801",
-        "contact:city": "Paris",
-        "contact:housenumber": "252",
-        "contact:postcode": "75001",
-        "contact:street": "Rue de Rivoli",
-        "name": "Hilditch and Key",
-        "shop": "clothes",
-        "source": "cadastre-dgi-fr source : Direction Générale des Impôts - Cadastre. Mise à jour : 2010"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.3244052,
-          48.8663767
-        ]
-      },
-      "id": "node/683386801"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/689142765",
-        "brand:wikidata": "Q3427237",
-        "contact:city": "Paris",
-        "contact:housenumber": "22",
-        "contact:postcode": "75002",
-        "contact:street": "Rue de la Paix",
-        "contact:website": "https://www.repetto.fr",
-        "name": "Repetto",
-        "shop": "shoes",
-        "source": "cadastre-dgi-fr source : Direction Générale des Impôts - Cadastre. Mise à jour : 2010",
-        "wikipedia": "fr:Repetto"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.3319679,
-          48.8697924
-        ]
-      },
-      "id": "node/689142765"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/689346689",
-        "contact:city": "Paris",
-        "contact:housenumber": "19",
-        "contact:postcode": "75002",
-        "contact:street": "Rue d'Aboukir",
-        "internet_access": "wlan",
-        "name": "Jonas et Cie (Jean-Claude et Laurent Touboul)",
-        "shop": "clothes",
-        "source": "cadastre-dgi-fr source : Direction Générale des Impôts - Cadastre. Mise à jour : 2010",
-        "wheelchair": "no"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.3431631,
-          48.8665825
-        ]
-      },
-      "id": "node/689346689"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/689543625",
-        "contact:city": "Paris",
-        "contact:housenumber": "95",
-        "contact:postcode": "75002",
-        "contact:street": "Rue Réaumur",
-        "name": "SneakersnStuff",
-        "opening_hours": "Mo-Sa 11:00-19:00",
-        "shop": "shoes",
-        "source": "cadastre-dgi-fr source : Direction Générale des Impôts - Cadastre. Mise à jour : 2010",
-        "wheelchair": "limited"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          2.3458818,
-          48.8675555
-        ]
-      },
-      "id": "node/689543625"
-    },
-    {
-      "type": "Feature",
-      "properties": {
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diff --git a/backend/src/sandbox/strasbourg_data.json b/backend/src/sandbox/strasbourg_data.json
deleted file mode 100644
index 7bef5b0..0000000
--- a/backend/src/sandbox/strasbourg_data.json
+++ /dev/null
@@ -1,4947 +0,0 @@
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diff --git a/backend/src/sandbox/vienna_data.json b/backend/src/sandbox/vienna_data.json
deleted file mode 100644
index c0aa5d6..0000000
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+++ /dev/null
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-        "addr:street": "Hetzendorfer Straße",
-        "clothes": "women;children",
-        "name": "Secondhandsome",
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\ No newline at end of file
diff --git a/backend/src/sandbox/winterthur_data.json b/backend/src/sandbox/winterthur_data.json
deleted file mode 100644
index 3abfef7..0000000
--- a/backend/src/sandbox/winterthur_data.json
+++ /dev/null
@@ -1,2844 +0,0 @@
-{
-    "type": "FeatureCollection",
-    "generator": "overpass-turbo",
-    "copyright": "The data included in this document is from www.openstreetmap.org. The data is made available under ODbL.",
-    "timestamp": "2024-12-02T21:19:01Z",
-    "features": [
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-        "properties": {
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-          "addr:city": "Winterthur",
-          "addr:country": "CH",
-          "addr:housenumber": "3",
-          "addr:postcode": "8400",
-          "addr:street": "Marktgasse",
-          "alt_name": "H&M Marktgasse",
-          "branch": "Winterthur Marktgasse",
-          "brand": "H&M",
-          "brand:wikidata": "Q188326",
-          "check_date:opening_hours": "2024-04-29",
-          "name": "H&M",
-          "opening_hours": "Mo-Fr 09:00-18:30; Sa 09:00-17:00",
-          "operator": "H&M Hennes & Mauritz",
-          "shop": "clothes",
-          "website": "https://www2.hm.com/de_ch/"
-        },
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-          "addr:postcode": "8400",
-          "addr:street": "Marktgasse",
-          "check_date:opening_hours": "2024-06-02",
-          "name": "Anouk",
-          "opening_hours": "Mo-We,Fr 10:00-18:30; Th 10:00-20:00; Sa 10:00-17:00",
-          "shop": "clothes"
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-        "geometry": {
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-          "addr:housenumber": "4",
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-          "name": "Metro Boutique",
-          "opening_hours": "Th 09:00-20:00; Sa 09:00-17:00; Mo 10:00-18:30; Tu,We 09:00-18:30; Fr 09:00-18:30",
-          "shop": "clothes"
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-          "addr:street": "Marktgasse",
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-          "operator": "Tom Tailor",
-          "shop": "clothes",
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-          "operator": "Progres",
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-          "operator": "C&A Mode",
-          "shop": "clothes",
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-          "check_date:opening_hours": "2024-03-06",
-          "name": "InterSport Siro",
-          "opening_hours": "Tu-Fr 09:00-18:30; Sa 09:00-17:00",
-          "shop": "clothes",
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-          "addr:country": "CH",
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-          "addr:postcode": "8400",
-          "addr:street": "Marktgasse",
-          "alt_name": "Zebra Winterthur",
-          "branch": "Winterthur Marktgasse",
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-          "opening_hours": "Mo-Fr 09:00-13:15,14:00-18:30; Sa 09:00-16:00; PH closed",
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-          "payment:cash": "yes",
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-          "shop": "clothes",
-          "website": "https://boerseen.jimdofree.com/"
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-          "name": "Bayard Co Ltd",
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-          "branch": "Winterthur",
-          "email": "winterthur@schuhwehrli.ch",
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-          "operator": "Schuh Wehrli AG",
-          "shop": "shoes",
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-          "shop": "clothes"
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-          "name": "My Own",
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-          "shop": "clothes"
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-          "addr:postcode": "8400",
-          "addr:street": "Tösstalstrasse",
-          "clothes": "swimwear",
-          "email": "info@fabrikladen-schleife.ch",
-          "name": "Fabrikladen Schleife AG",
-          "opening_hours": "Montag - Freitag 09.00 - 18.00 Uhr Samstag 09.00 - 16.00 Uhr",
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\ No newline at end of file
diff --git a/backend/src/sandbox/zurich_data.json b/backend/src/sandbox/zurich_data.json
deleted file mode 100644
index 63e072b..0000000
--- a/backend/src/sandbox/zurich_data.json
+++ /dev/null
@@ -1,16070 +0,0 @@
-{
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-  "generator": "overpass-turbo",
-  "copyright": "The data included in this document is from www.openstreetmap.org. The data is made available under ODbL.",
-  "timestamp": "2024-12-02T21:05:00Z",
-  "features": [
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-      "properties": {
-        "@id": "node/277997937",
-        "addr:city": "Zürich",
-        "addr:housenumber": "37",
-        "addr:postcode": "8001",
-        "addr:street": "Sihlstrasse",
-        "check_date": "2023-05-05",
-        "name": "Benci Brothers",
-        "opening_hours": "Mo-Fr 10:00-19:00; Th 10:00-20:00; Sa 09:00-18:00",
-        "shop": "shoes",
-        "website": "https://www.bencibrothers.com/",
-        "wheelchair": "yes"
-      },
-      "geometry": {
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-        "addr:city": "Zürich",
-        "addr:country": "CH",
-        "addr:housenumber": "109",
-        "addr:postcode": "8004",
-        "addr:street": "Badenerstrasse",
-        "name": "Outlet | Atelier Kalk",
-        "note": "Pop-Up bis 2024-07-14",
-        "opening_hours": "Mo-Fr 11:00-19:00, Sa 11:00-18:00; PH off",
-        "shop": "clothes",
-        "website": "http://www.atelier-kalk.ch/outletlove.html",
-        "wheelchair": "yes"
-      },
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-        "addr:city": "Zürich",
-        "addr:country": "CH",
-        "addr:housenumber": "15",
-        "addr:postcode": "8050",
-        "addr:street": "Max-Bill-Platz",
-        "check_date": "2023-05-13",
-        "clothes": "women",
-        "name": "Jasmin",
-        "opening_hours": "Tu-Fr 13:00-19:00; Sa 10:00-17:00",
-        "shop": "clothes",
-        "website": "https://www.jasminmode.ch/",
-        "wheelchair": "yes"
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-        "addr:country": "CH",
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-        "addr:postcode": "8001",
-        "addr:street": "Niederdorfstrasse",
-        "check_date": "2024-09-27",
-        "check_date:opening_hours": "2024-09-27",
-        "name": "Peak Performance",
-        "opening_hours": "Mo-Fr 10:00-19:00; Sa 09:30-18:00",
-        "shop": "clothes",
-        "source": "survey",
-        "website": "https://www.peakperformance.com/",
-        "wheelchair": "yes"
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-        "addr:postcode": "8001",
-        "addr:street": "Niederdorfstrasse",
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-        "addr:street": "Niederdorfstrasse",
-        "check_date": "2023-04-09",
-        "name": "Snipes",
-        "opening_hours": "Mo-Fr 10:00-20:00; Sa 10:00-18:00",
-        "operator": "Snipes Schweiz; Dosenbach-Ochsner",
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-        "wheelchair": "no"
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-        "fair_trade": "yes",
-        "name": "RRREVOLVE Fair Fashion Store",
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-        "opening_hours:url": "https://rrrevolve.ch/content/7-laden-zurich",
-        "organic": "yes",
-        "phone": "+41 44 261 02 27",
-        "shop": "clothes",
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-        "addr:postcode": "8001",
-        "addr:street": "Marktgasse",
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-        "opening_hours": "Mo-Sa 10:00-19:00",
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-        "addr:street": "Münstergasse",
-        "check_date": "2023-06-10",
-        "level": "0",
-        "name": "American Vintage",
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-        "shop": "clothes",
-        "wheelchair": "no"
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-        "check_date:opening_hours": "2023-07-15",
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-        "old_name": "Schuh-Haus Wilh. Gräb",
-        "opening_hours": "Mo-Fr 09:00-18:30, Sa 09:00-17:00; PH off",
-        "shop": "shoes",
-        "website": "https://www.schuhhaus-graeb.ch/",
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-        "check_date": "2024-09-21",
-        "check_date:opening_hours": "2024-09-21",
-        "name": "Peter & Vreni Schuhmode",
-        "opening_hours": "Mo-Fr 10:00-19:00; Sa 09:00-18:00",
-        "phone": "+41 44 272 05 02",
-        "shop": "shoes",
-        "website": "https://www.schuhmode.ch/",
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-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.5526341,
-          47.3606051
-        ]
-      },
-      "id": "node/12037362411"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12051020438",
-        "addr:city": "Zürich",
-        "addr:housenumber": "1",
-        "addr:postcode": "8001",
-        "addr:street": "Limmatquai",
-        "check_date": "2024-07-13",
-        "clothes": "women",
-        "name": "Panta Rheï",
-        "opening_hours": "Mo-Fr 10:00-18:30; Sa 10:00-17:00; Su off; PH off",
-        "operator": "Panta Rheï Textil GmbH",
-        "payment:cash": "yes",
-        "payment:coins": "yes",
-        "payment:debit_cards": "yes",
-        "shop": "clothes",
-        "wheelchair": "yes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.5447811,
-          47.3676052
-        ]
-      },
-      "id": "node/12051020438"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12051469483",
-        "level": "0",
-        "name": "Esprit",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.4684522,
-          47.4313855
-        ]
-      },
-      "id": "node/12051469483"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12051469488",
-        "level": "1",
-        "name": "Blackout",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.4699772,
-          47.4310065
-        ]
-      },
-      "id": "node/12051469488"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12051469489",
-        "level": "1",
-        "name": "Marc O'Polo",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.4699405,
-          47.4309327
-        ]
-      },
-      "id": "node/12051469489"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12051469490",
-        "level": "1",
-        "name": "Street One | Cecil",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.4699092,
-          47.4308696
-        ]
-      },
-      "id": "node/12051469490"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12051524070",
-        "level": "1",
-        "name": "Boutique Insieme",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.448897,
-          47.3967958
-        ]
-      },
-      "id": "node/12051524070"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12068099083",
-        "level": "2",
-        "name": "Karma Mode",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.4485387,
-          47.396848
-        ]
-      },
-      "id": "node/12068099083"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12090984371",
-        "check_date": "2024-08-03",
-        "description": "Schneiderei, Secondhand, Reinigung",
-        "name": "Jiki",
-        "second_hand": "only",
-        "shop": "clothes",
-        "website": "https://jiki.ch",
-        "wheelchair": "no"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.5417698,
-          47.3866482
-        ]
-      },
-      "id": "node/12090984371"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12090984375",
-        "check_date": "2024-08-03",
-        "name": "JDM Outlet",
-        "shop": "clothes",
-        "wheelchair": "no"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.541808,
-          47.3865865
-        ]
-      },
-      "id": "node/12090984375"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12092402109",
-        "check_date": "2024-08-04",
-        "description": "Atelierladen, Kurse, Kunsttherapie, Events, Designbude",
-        "name": "Atelier Kornhaus",
-        "shop": "clothes",
-        "wheelchair": "no"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.5360257,
-          47.3897622
-        ]
-      },
-      "id": "node/12092402109"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12137530092",
-        "name": "Front Rowolution",
-        "second_hand": "only",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.5142342,
-          47.3712828
-        ]
-      },
-      "id": "node/12137530092"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12138506366",
-        "check_date": "2024-08-24",
-        "name": "Saint James",
-        "shop": "clothes",
-        "wheelchair": "no"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.5288391,
-          47.3751392
-        ]
-      },
-      "id": "node/12138506366"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12138506369",
-        "check_date": "2024-08-24",
-        "name": "Gardenia",
-        "shop": "clothes",
-        "wheelchair": "no"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.5290311,
-          47.3749882
-        ]
-      },
-      "id": "node/12138506369"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12169958444",
-        "addr:housenumber": "31",
-        "addr:street": "Dufourstrasse",
-        "check_date": "2024-09-11",
-        "name": "IVY",
-        "shop": "clothes",
-        "website": "https://yvy.ch/pages/visit-us-yvy-store",
-        "wheelchair": "yes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.5483357,
-          47.3632617
-        ]
-      },
-      "id": "node/12169958444"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12253900004",
-        "addr:city": "Zürich",
-        "addr:housenumber": "757",
-        "addr:postcode": "8048",
-        "addr:street": "Badenerstrasse",
-        "description": "Begleitetes Nähen, Stilberatung, Couture-Aenderungen & textile Projekte auf Termin",
-        "email": "denicola.adriana@gmail.com",
-        "name": "Lavoratorio Tessile c/o Offcut Zürich",
-        "operator": "Adriana de Nicola",
-        "repair": "yes",
-        "shop": "clothes",
-        "website": "https://www.adrianadenicola.ch/"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.4779515,
-          47.3914529
-        ]
-      },
-      "id": "node/12253900004"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12253939400",
-        "addr:city": "Zürich",
-        "addr:housenumber": "52",
-        "addr:postcode": "8003",
-        "addr:street": "Zentralstrasse",
-        "description": "Modedesignshop und Atelier\nSeit 2005 führe ich den Laden an der Zentralstrasse 52. Hier bringe ich meine Ideen auf Papier, zeichne die Schnittmuster und nähe die ersten Prototypen.",
-        "email": "kathrinwegmann@elfe11.ch",
-        "name": "Elfe 11",
-        "opening_hours": "Do/Fr 9:30-18:30, Sa 10:00-17:00",
-        "operator": "Kathrin Wegmann",
-        "phone": "+41 49 408 40 83",
-        "shop": "clothes",
-        "website": "https://www.elfe11.ch/"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.519232,
-          47.3721562
-        ]
-      },
-      "id": "node/12253939400"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12263097143",
-        "addr:city": "Zürich",
-        "addr:housenumber": "10",
-        "addr:postcode": "8004",
-        "addr:street": "Lagerstrasse",
-        "clothes:repair": "yes",
-        "description": "REWORK formt die textile Kette in einen Kreislauf um. Unsere Kollektionen werden umweltschonend aus Secondhandkleidern hergestellt, die wir auseinander schneiden und neu zusammennähen.",
-        "description:2": "Aktion am Repair Thursday<br />bunte Patches für kleine Löcher/Flecken aufsticken lassen oder selbst aufsticken.<br />Ganzer Tag: Schneider Rabie ist da für kostenpflichtige Reparaturen.<br />https://zuerich.repair/wp-content/uploads/2024/11/REWORK.pdf",
-        "email": "contact@rework.ch",
-        "name": "Rework Zürich Europaallee",
-        "opening_hours": "Mo-Fr 10:00-19:00, Sa 10:00-18:00",
-        "opening_hours:description": "Mo-Fr 10-19 Uhr, Sa 10-18 Uhr",
-        "operator": "Rework AG",
-        "phone": "+41 44 545 12 12",
-        "repair": "yes",
-        "shop": "clothes",
-        "website": "https://rework.ch"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.5340216,
-          47.3772532
-        ]
-      },
-      "id": "node/12263097143"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12288912536",
-        "addr:city": "Zürich",
-        "addr:housenumber": "23",
-        "addr:postcode": "8005",
-        "addr:street": "Geroldstrasse",
-        "branch": "WE ARE ZRCL Brand Store Frau Gerold",
-        "clothes:repair": "only_sold",
-        "email": "fraugerold@wearezrcl.com",
-        "level": "0",
-        "name": "WE ARE ZRCL",
-        "not:brand:wikidata": "Q1987861",
-        "opening_hours": "Mo-Fr 12:00-19:00,Sa 11:00-18:00",
-        "phone": "+41 44 283 67 67",
-        "shop": "clothes",
-        "website": "https://wearezrcl.com"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.5192422,
-          47.3854316
-        ]
-      },
-      "id": "node/12288912536"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12290351590",
-        "check_date": "2024-10-26",
-        "name": "REmember Vintage",
-        "second_hand": "only",
-        "shop": "clothes",
-        "wheelchair": "no"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.5434315,
-          47.371263
-        ]
-      },
-      "id": "node/12290351590"
-    },
-    {
-      "type": "Feature",
-      "properties": {
-        "@id": "node/12366999974",
-        "description": "Second hand outdoor shop",
-        "name": "2nd Peak",
-        "opening_hours": "Mo-Fr 10:00-19:00; Sa 11:00-17:00",
-        "shop": "clothes"
-      },
-      "geometry": {
-        "type": "Point",
-        "coordinates": [
-          8.533501,
-          47.3780343
-        ]
-      },
-      "id": "node/12366999974"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/backend/src/tests/test_cache.py b/backend/src/tests/test_cache.py
deleted file mode 100644
index 6994a6c..0000000
--- a/backend/src/tests/test_cache.py
+++ /dev/null
@@ -1,42 +0,0 @@
-"""Collection of tests to ensure correct handling of invalid input."""
-
-from fastapi.testclient import TestClient
-import pytest
-
-from .test_utils import load_trip_landmarks
-from ..main import app
-
-
-@pytest.fixture(scope="module")
-def client():
-    """Client used to call the app."""
-    return TestClient(app)
-
-
-def test_cache(client):    # pylint: disable=redefined-outer-name
-    """
-    Test n°1 : Custom test in Turckheim to ensure small villages are also supported.
-
-    Args:
-        client:
-        request:
-    """
-    duration_minutes = 15
-    response = client.post(
-        "/trip/new",
-        json={
-            "preferences": {"sightseeing": {"type": "sightseeing", "score": 5},
-            "nature": {"type": "nature", "score": 5},
-            "shopping": {"type": "shopping", "score": 5},
-            "max_time_minute": duration_minutes,
-            "detour_tolerance_minute": 0},
-            "start": [48.084588, 7.280405]
-            }
-        )
-    result = response.json()
-    landmarks = load_trip_landmarks(client, result['first_landmark_uuid'])
-    landmarks_cached = load_trip_landmarks(client, result['first_landmark_uuid'], True)
-
-    # checks :
-    assert response.status_code == 200  # check for successful planning
-    assert landmarks_cached == landmarks
diff --git a/backend/src/tests/test_main.py b/backend/src/tests/test_main.py
index f4b6a4e..ef4b07f 100644
--- a/backend/src/tests/test_main.py
+++ b/backend/src/tests/test_main.py
@@ -11,7 +11,7 @@ def client():
     """Client used to call the app."""
     return TestClient(app)
 
-'''
+
 def test_turckheim(client, request):    # pylint: disable=redefined-outer-name
     """
     Test n°1 : Custom test in Turckheim to ensure small villages are also supported.
@@ -54,8 +54,8 @@ def test_turckheim(client, request):    # pylint: disable=redefined-outer-name
     assert len(landmarks) > 2           # check that there is something to visit
     assert comp_time < 30, f"Computation time exceeded 30 seconds: {comp_time:.2f} seconds"
     # assert 2==3
-'''
 
+'''
 def test_bellecour(client, request) :   # pylint: disable=redefined-outer-name
     """
     Test n°2 : Custom test in Lyon centre to ensure proper decision making in crowded area.
@@ -97,7 +97,7 @@ def test_bellecour(client, request) :   # pylint: disable=redefined-outer-name
     assert duration_minutes*0.8 < int(result['total_time']) < duration_minutes*1.2
     # assert 2 == 3
 
-'''
+
 def test_cologne(client, request) :   # pylint: disable=redefined-outer-name
     """
     Test n°2 : Custom test in Lyon centre to ensure proper decision making in crowded area.
@@ -216,7 +216,7 @@ def test_zurich(client, request) :   # pylint: disable=redefined-outer-name
     assert response.status_code == 200  # check for successful planning
     assert comp_time < 30, f"Computation time exceeded 30 seconds: {comp_time:.2f} seconds"
     assert duration_minutes*0.8 < int(result['total_time']) < duration_minutes*1.2
-'''
+
 
 def test_paris(client, request) :   # pylint: disable=redefined-outer-name
     """
@@ -257,7 +257,7 @@ def test_paris(client, request) :   # pylint: disable=redefined-outer-name
     assert comp_time < 30, f"Computation time exceeded 30 seconds: {comp_time:.2f} seconds"
     assert duration_minutes*0.8 < int(result['total_time']) < duration_minutes*1.2
 
-'''
+
 def test_new_york(client, request) :   # pylint: disable=redefined-outer-name
     """
     Test n°2 : Custom test in New York (les Halles) centre to ensure proper decision making in crowded area.
diff --git a/backend/src/tests/test_utils.py b/backend/src/tests/test_utils.py
index 56c3405..92d736f 100644
--- a/backend/src/tests/test_utils.py
+++ b/backend/src/tests/test_utils.py
@@ -23,44 +23,7 @@ def landmarks_to_osmid(landmarks: list[Landmark]) -> list[int] :
 
     return ids
 
-def fetch_landmark(client, landmark_uuid: str):
-    """
-    Fetch landmark data from the API based on the landmark UUID.
-
-    Args:
-        landmark_uuid (str): The UUID of the landmark.
-
-    Returns:
-        dict: Landmark data fetched from the API.
-    """
-    logger = logging.getLogger(__name__)
-    response = client.get(f'/landmark/{landmark_uuid}')
-
-    if response.status_code != 200:
-        raise HTTPException(status_code=500,
-                            detail=f'Failed to fetch landmark with UUID {landmark_uuid}: {response.status_code}')
-
-    try:
-        json_data = response.json()
-        # logger.info(f'API Response: {json_data}')
-    except ValueError as e:
-        logger.error(f'Failed to parse response as JSON: {response.text}')
-        raise HTTPException(status_code=500, detail="Invalid response format from API") from e
-
-    # Try validating against the Landmark model here to ensure consistency
-    try:
-        landmark = Landmark(**json_data)
-    except ValidationError as ve:
-        logging.error(f'Validation error: {ve}')
-        raise HTTPException(status_code=500, detail="Invalid data format received from API") from ve
-
-    if "detail" in json_data:
-        raise HTTPException(status_code=500, detail=json_data["detail"])
-
-    return landmark
-
-
-def fetch_landmark_cache(landmark_uuid: str):
+def fetch_landmark(landmark_uuid: str):
     """
     Fetch landmark data from the cache based on the landmark UUID.
 
@@ -91,7 +54,7 @@ def fetch_landmark_cache(landmark_uuid: str):
         raise HTTPException(status_code=500, detail="An unexpected error occurred while fetching the landmark from the cache") from exc
 
 
-def load_trip_landmarks(client, first_uuid: str, from_cache=None) -> list[Landmark]:
+def load_trip_landmarks(client, first_uuid: str) -> list[Landmark]:
     """
     Load all landmarks for a trip using the response from the API.
 
@@ -105,10 +68,7 @@ def load_trip_landmarks(client, first_uuid: str, from_cache=None) -> list[Landma
     next_uuid = first_uuid
 
     while next_uuid is not None:
-        if from_cache :
-            landmark = fetch_landmark_cache(next_uuid)
-        else :
-            landmark = fetch_landmark(client, next_uuid)
+        landmark = fetch_landmark(next_uuid)
 
         landmarks.append(landmark)
         next_uuid = landmark.next_uuid  # Prepare for the next iteration
diff --git a/backend/src/utils/__init__.py b/backend/src/utils/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/backend/src/utils/cluster_manager.py b/backend/src/utils/cluster_manager.py
index ec8c2c7..459dc48 100644
--- a/backend/src/utils/cluster_manager.py
+++ b/backend/src/utils/cluster_manager.py
@@ -14,7 +14,7 @@ from ..constants import OSM_CACHE_DIR
 
 
 # silence the overpass logger
-logging.getLogger('OSMPythonTools').setLevel(level=logging.CRITICAL)
+logging.getLogger('overpass').setLevel(level=logging.CRITICAL)
 
 
 class Cluster(BaseModel):
@@ -127,30 +127,34 @@ class ClusterManager:
                         lon = float(elem.get('lon'))
                         points.append(tuple((lat, lon)))
 
+            if points :
+                self.all_points = np.array(points)
 
-            self.all_points = np.array(points)
+                # Apply DBSCAN to find clusters. Choose different settings for different cities.
+                if self.cluster_type == 'shopping' and len(self.all_points) > 200 :
+                    dbscan = DBSCAN(eps=0.00118, min_samples=15, algorithm='kd_tree')  # for large cities
+                elif self.cluster_type == 'sightseeing' :
+                    dbscan = DBSCAN(eps=0.0025, min_samples=15, algorithm='kd_tree')  # for historic neighborhoods
+                else :
+                    dbscan = DBSCAN(eps=0.00075, min_samples=10, algorithm='kd_tree')  # for small cities
 
-            # Apply DBSCAN to find clusters. Choose different settings for different cities.
-            if self.cluster_type == 'shopping' and len(self.all_points) > 200 :
-                dbscan = DBSCAN(eps=0.00118, min_samples=15, algorithm='kd_tree')  # for large cities
-            elif self.cluster_type == 'sightseeing' :
-                dbscan = DBSCAN(eps=0.0025, min_samples=15, algorithm='kd_tree')  # for historic neighborhoods
-            else :
-                dbscan = DBSCAN(eps=0.00075, min_samples=10, algorithm='kd_tree')  # for small cities
+                labels = dbscan.fit_predict(self.all_points)
 
-            labels = dbscan.fit_predict(self.all_points)
+                # Check that there are is least 1 cluster
+                if len(set(labels)) > 1 :
+                    self.logger.debug(f"Found {len(set(labels))} different clusters.")
+                    # Separate clustered points and noise points
+                    self.cluster_points = self.all_points[labels != -1]
+                    self.cluster_labels = labels[labels != -1]
+                    self.filter_clusters()      # ValueError here sometimes. I dont know why. # Filter the clusters to keep only the largest ones.
+                    self.valid = True
 
-            # Check that there are is least 1 cluster
-            if len(set(labels)) > 1 :
-                self.logger.debug(f"Found {len(set(labels))} different clusters.")
-                # Separate clustered points and noise points
-                self.cluster_points = self.all_points[labels != -1]
-                self.cluster_labels = labels[labels != -1]
-                self.filter_clusters()      # ValueError here sometimes. I dont know why. # Filter the clusters to keep only the largest ones.
-                self.valid = True
+                else :
+                    self.logger.debug(f"Detected 0 {cluster_type} clusters.")
+                    self.valid = False
 
             else :
-                self.logger.error(f"Detected 0 {cluster_type} clusters.")
+                self.logger.debug(f"Detected 0 {cluster_type} clusters.")
                 self.valid = False
 
 
diff --git a/backend/src/utils/landmarks_manager.py b/backend/src/utils/landmarks_manager.py
index a31af62..600353d 100644
--- a/backend/src/utils/landmarks_manager.py
+++ b/backend/src/utils/landmarks_manager.py
@@ -14,7 +14,7 @@ from ..overpass.caching_strategy import CachingStrategy
 from ..constants import AMENITY_SELECTORS_PATH, LANDMARK_PARAMETERS_PATH, OPTIMIZER_PARAMETERS_PATH, OSM_CACHE_DIR
 
 # silence the overpass logger
-logging.getLogger('OSMPythonTools').setLevel(level=logging.CRITICAL)
+logging.getLogger('overpass').setLevel(level=logging.CRITICAL)
 
 
 class LandmarkManager:
diff --git a/backend/src/utils/toilets_manager.py b/backend/src/utils/toilets_manager.py
index f27ac77..5cc3b2b 100644
--- a/backend/src/utils/toilets_manager.py
+++ b/backend/src/utils/toilets_manager.py
@@ -9,7 +9,7 @@ from ..constants import OSM_CACHE_DIR
 
 
 # silence the overpass logger
-logging.getLogger('OSMPythonTools').setLevel(level=logging.CRITICAL)
+logging.getLogger('overpass').setLevel(level=logging.CRITICAL)
 
 class ToiletsManager:
     """
