diff --git a/backend/Pipfile.lock b/backend/Pipfile.lock
index b3b4f05..f8c3467 100644
--- a/backend/Pipfile.lock
+++ b/backend/Pipfile.lock
@@ -653,49 +653,50 @@
         },
         "matplotlib": {
             "hashes": [
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+                "sha256:cd1077b9a09b16d8c3c7075a8add5ffbfe6a69156a57e290c800ed4d435bef1d",
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+                "sha256:d3c93796b44fa111049b88a24105e947f03c01966b5c0cc782e2ee3887b790a3",
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+                "sha256:e0fcb7da73fbf67b5f4bdaa57d85bb585a4e913d4a10f3e15b32baea56a67f0a",
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             ],
             "markers": "python_version >= '3.9'",
-            "version": "==3.9.2"
+            "version": "==3.9.3"
         },
         "mdurl": {
             "hashes": [
@@ -945,118 +946,118 @@
         },
         "pydantic": {
             "hashes": [
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             ],
             "index": "pypi",
             "markers": "python_version >= '3.8'",
-            "version": "==2.10.0"
+            "version": "==2.10.2"
         },
         "pydantic-core": {
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diff --git a/backend/src/sandbox/bandung_data.json b/backend/src/sandbox/bandung_data.json
new file mode 100644
index 0000000..0576b59
--- /dev/null
+++ b/backend/src/sandbox/bandung_data.json
@@ -0,0 +1,4442 @@
+{
+    "type": "FeatureCollection",
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+    "copyright": "The data included in this document is from www.openstreetmap.org. The data is made available under ODbL.",
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+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/11539029917",
+          "addr:city": "Bandung",
+          "addr:country": "Indonesia",
+          "addr:place": "Summarecon Mall Bandung",
+          "addr:province": "Jawa Barat",
+          "addr:subdistrict": "Gedebage",
+          "brand": "Puma",
+          "brand:wikidata": "Q157064",
+          "level": "0",
+          "name": "Puma",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
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+            -6.9556116
+          ]
+        },
+        "id": "node/11539029917"
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+      {
+        "type": "Feature",
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+          "@id": "node/12012242566",
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+          "brand:wikidata": "Q2945643",
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+          "shop": "shoes"
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+        },
+        "id": "node/12012242566"
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+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/12064412873",
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+          "shop": "clothes"
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+            -6.8932653
+          ]
+        },
+        "id": "node/12064412873"
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+      {
+        "type": "Feature",
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+          "@id": "node/12157125618",
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+          "shop": "watches"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
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+            -6.9545478
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+        },
+        "id": "node/12157125618"
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+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/12376804285",
+          "name": "Bonia",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
+            107.6981151,
+            -6.9544492
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+        },
+        "id": "node/12376804285"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "node/12376804289",
+          "name": "Smiggle",
+          "shop": "bag"
+        },
+        "geometry": {
+          "type": "Point",
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+        },
+        "id": "node/12376804289"
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+      {
+        "type": "Feature",
+        "properties": {
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+          "shop": "clothes"
+        },
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+        },
+        "id": "node/12376804292"
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+      {
+        "type": "Feature",
+        "properties": {
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+          "name": "FOD.",
+          "shop": "clothes"
+        },
+        "geometry": {
+          "type": "Point",
+          "coordinates": [
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+            -6.9546554
+          ]
+        },
+        "id": "node/12376804293"
+      }
+    ]
+  }
\ No newline at end of file
diff --git a/backend/src/sandbox/get_streets.py b/backend/src/sandbox/get_streets.py
new file mode 100644
index 0000000..bc5d1ab
--- /dev/null
+++ b/backend/src/sandbox/get_streets.py
@@ -0,0 +1,4 @@
+import numpy as np
+from sklearn.cluster import DBSCAN
+from sklearn.linear_model import RANSACRegressor
+import matplotlib.pyplot as plt
diff --git a/backend/src/sandbox/lyon_data.json b/backend/src/sandbox/lyon_data.json
new file mode 100644
index 0000000..691856c
--- /dev/null
+++ b/backend/src/sandbox/lyon_data.json
@@ -0,0 +1,28589 @@
+{
+    "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": "2024-12-01T16:51:41Z",
+    "features": [
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "way/118225828",
+          "branch": "aux Chaussures",
+          "brand": "La Halle",
+          "brand:wikidata": "Q100728296",
+          "building": "yes",
+          "name": "La Halle",
+          "shop": "clothes",
+          "source": "cadastre-dgi-fr source : Direction Générale des Impôts - Cadastre. Mise à jour : 2011"
+        },
+        "geometry": {
+          "type": "Polygon",
+          "coordinates": [
+            [
+              [
+                4.771474,
+                45.752182
+              ],
+              [
+                4.77133,
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+              ],
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+                45.751893
+              ],
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+                4.771435,
+                45.751884
+              ],
+              [
+                4.771474,
+                45.752182
+              ]
+            ]
+          ]
+        },
+        "id": "way/118225828"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "way/123367670",
+          "branch": "Lyon Rillieux la Pape",
+          "brand": "Chaussea",
+          "brand:wikidata": "Q62082044",
+          "building": "yes",
+          "name": "Chaussea",
+          "shop": "shoes",
+          "website": "https://www.chaussea.com/fr/shops/chaussea-rillieux-la-pape/"
+        },
+        "geometry": {
+          "type": "Polygon",
+          "coordinates": [
+            [
+              [
+                4.888676,
+                45.816396
+              ],
+              [
+                4.88882,
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+              ],
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+              ],
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+              ]
+            ]
+          ]
+        },
+        "id": "way/123367670"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "way/125551442",
+          "building": "retail",
+          "name": "J&L Diffusion",
+          "shop": "clothes",
+          "source": "cadastre-dgi-fr source : Direction Générale des Impôts - Cadastre. Mise à jour : 2011"
+        },
+        "geometry": {
+          "type": "Polygon",
+          "coordinates": [
+            [
+              [
+                4.797367,
+                45.7627581
+              ],
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+                4.797366,
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+              ],
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+              ],
+              [
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+          ]
+        },
+        "id": "way/125551442"
+      },
+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "way/125821154",
+          "brand": "Aubert",
+          "brand:wikidata": "Q62964657",
+          "building": "retail",
+          "name": "Aubert",
+          "opening_hours": "Mo-Sa 10:00-19:00",
+          "phone": "+33 4 78 43 86 67",
+          "shop": "baby_goods",
+          "source": "cadastre-dgi-fr source : Direction Générale des Impôts - Cadastre. Mise à jour : 2011",
+          "website": "https://magasins.aubert.com/fr/france-FR/M52/aubert-champagne-au-mont-dor/details"
+        },
+        "geometry": {
+          "type": "Polygon",
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+      {
+        "type": "Feature",
+        "properties": {
+          "@id": "way/155512003",
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+          "brand:website": "http://kiabi.com",
+          "brand:wikidata": "Q3196299",
+          "brand:wikipedia": "fr:Kiabi",
+          "building": "retail",
+          "name": "Kiabi",
+          "shop": "clothes"
+        },
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+          "opening_hours": "Mo-Sa 10:30-20:00",
+          "operator": "Groupe Printemps",
+          "room": "shop",
+          "shop": "clothes"
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+        "properties": {
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+          "level": "0",
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+          "opening_hours": "Mo-Sa 09:30-20:00",
+          "phone": "+33 4 72 77 57 51",
+          "shop": "clothes",
+          "website": "http://www.kaporal.com/",
+          "wheelchair": "yes"
+        },
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+        "type": "Feature",
+        "properties": {
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+          "brand:wikipedia": "fr:Éram",
+          "indoor": "room",
+          "level": "0",
+          "name": "Éram",
+          "opening_hours": "Mo-Sa 09:30-20:00",
+          "phone": "+33 4 78 62 39 19",
+          "shop": "shoes",
+          "website": "https://www.eram.fr/",
+          "wheelchair": "yes"
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+          "harassment_prevention": "ask_angela",
+          "indoor": "room",
+          "level": "0",
+          "name": "Bershka",
+          "opening_hours": "Mo-Sa 09:30-20:00",
+          "phone": "+33 4 37 48 43 30",
+          "shop": "clothes",
+          "website": "https://www.bershka.com/fr/",
+          "wheelchair": "yes"
+        },
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+        "type": "Feature",
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+          "phone": "+33 4 78 60 78 76",
+          "shop": "clothes",
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+          "level": "0",
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+          "opening_hours": "Mo-Su 09:30-22:00",
+          "phone": "+33 4 78 60 06 83",
+          "shop": "shoes",
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+          "opening_hours": "Mo-Su 09:30-20:00",
+          "phone": "+33 4 72 32 99 18",
+          "shop": "jewelry",
+          "website": "https://www.agatha.fr/",
+          "wheelchair": "yes"
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+          "name": "Lovisa",
+          "opening_hours": "Mo-Su 09:30-20:00",
+          "shop": "jewelry",
+          "website": "https://www.lovisa.com/"
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+          "level": "0",
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+          "opening_hours": "Mo-Su 09:30-20:00",
+          "phone": "+33 4 81 49 15 29",
+          "shop": "clothes",
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\ No newline at end of file
diff --git a/backend/src/sandbox/paris_data.json b/backend/src/sandbox/paris_data.json
new file mode 100644
index 0000000..80b5199
--- /dev/null
+++ b/backend/src/sandbox/paris_data.json
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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
new file mode 100644
index 0000000..17c1c1b
--- /dev/null
+++ b/backend/src/sandbox/zurich_data.json
@@ -0,0 +1,20836 @@
+{
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+          "operator": "Freitag lab. ag",
+          "phone": "+41 43 366 95 20",
+          "shop": "bag",
+          "website": "https://www.freitag.ch/de/store/freitag-flagship-store-zuerich",
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+          "shop": "shoes",
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\ No newline at end of file