diff --git a/.gitignore b/.gitignore
index 12ac647..680989a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,3 @@
 node_modules/
-.DS_Store
\ No newline at end of file
+.DS_Store
+.env
\ No newline at end of file
diff --git a/README.md b/README.md
index 40a4520..493fc04 100644
--- a/README.md
+++ b/README.md
@@ -1 +1,117 @@
-Add a readme for your engagement tool here. Include content overview, data citations, and any relevant technical details.
\ No newline at end of file
+# Find Your Spot - A Philly Food Finder
+Lu Yii Wong
+
+Fall 2025
+
+**Find Your Spot** is a community-driven food discovery tool designed to help people choose restaurants based on *what kind of experience they’re looking for*, not just a single overall rating.
+
+Unlike traditional food rating apps that rank restaurants against each other, this project recognizes that a great $15 noodle shop and a special-occasion restaurant can both be “excellent” but just for different moments. This project was inspired by my personal experience with restaurant rating apps like Beli and Yelp. I wanted to take a crack at creating a product that offers users a tailored experience when selecting their next food destination.
+
+---
+
+## What This Project Is
+
+This application allows users to:
+
+* Explore restaurants on an interactive map
+* Filter and discover places based on **context** (e.g. budget, date night, group hang)
+* Leave structured reviews that reflect *why* a restaurant is good
+* Benefit from other users’ reviews to find spots that match their current mood or need
+
+Restaurants are sourced from **OpenStreetMap (OSM)**, while reviews are stored and shared via **Supabase**, allowing multiple users to contribute to the same dataset. The more that users interact with this application, the more robust and the better the suggestions offered will be.
+
+---
+
+## Intended Users
+
+This project is designed for **ALL FOODIES**! This includes:
+
+* **Students** looking for affordable, reliable food near campus
+* **Locals** who want to rediscover their neighborhood
+* **Visitors** who want recommendations beyond generic “top 10” lists
+* **Food lovers** who think *context matters* when choosing where to eat
+
+Rather than asking “What’s the best restaurant?”, the app asks:
+
+> *What kind of spot are you looking for right now?*
+
+## Key Features
+
+* **Interactive map (Leaflet + CARTO Light)**
+
+  * Clickable restaurant markers
+  * Zoom-to-selection behavior
+  * Visual highlight for selected places
+
+* **Find a spot panel**
+
+  * Search by restaurant name
+  * Filter by “What are you looking for?”
+  * Filter by cuisine
+  * Minimum review threshold
+  * Randomized suggestions when no category is selected
+
+* **Context-based reviews**
+
+  * Star ratings for food, value, and vibe
+  * Optional notes and “go-to order”
+  * Reviews update rankings in real time
+
+* **Clear user feedback**
+
+  * Confirmation overlay after submitting a review
+  * Ability to immediately write another review
+
+---
+
+## Try It Yourself (Example)
+
+To see how the app works with existing data:
+
+1. Open the application
+2. In the **Search restaurants** bar, try searching for:
+
+   * **Kalaya**
+   * **Sabrina’s Café**
+3. Click a restaurant pin or result
+4. Explore:
+
+   * existing reviews
+   * how rankings change when you select different “What are you looking for?” categories
+5. Switch to the **Leave a review** tab to add your own review and see it reflected immediately
+
+These restaurants already have multiple reviews and are good examples of how the ranking system responds to different contexts.
+
+---
+
+## Tech Stack
+
+* **Frontend:** Vanilla JavaScript, HTML, CSS
+* **Mapping:** Leaflet.js + CARTO Light basemap
+* **Data source:** OpenStreetMap (Overpass API)
+* **Backend / Storage:** Supabase (PostgreSQL + Row Level Security)
+* **Deployment:** GitHub Pages
+
+---
+
+## Why This Project Matters
+
+This project explores how **community data**, **spatial interfaces**, and **context-aware design** can lead to more meaningful recommendations — especially in cities where food culture is diverse and deeply personal.
+
+Instead of asking users to rank restaurants against each other, *Find Your Spot* helps people find the right place for the right moment.
+
+---
+
+## Areas for Future Improvement
+
+While *Find Your Spot* is fully functional, there are several areas where the application could be further improved.
+
+1. **Restaurant data maintenance:** Restaurant locations are currently sourced from OpenStreetMap (OSM), which means some listings may be outdated, missing, or incomplete. Future iterations could allow users to add new spots, flag closed restaurants, or help keep information current.
+
+2. **Map interaction refinements:** The map successfully zooms to selected restaurants, but centering and animation behavior could be further refined to improve consistency across screen sizes and interactions.
+
+3. **Visual identity and branding:** The current design emphasizes clarity and usability, but the application could benefit from a stronger visual identity through more distinctive colors, custom markers, and refined typography.
+
+4. **Recommendation enhancements:** As more reviews are collected, the ranking logic could be expanded to better surface highly rated places with fewer reviews or incorporate more nuanced recommendation strategies.
+
+5. **Site Accessibility:** Part of the issue with ensuring accessibility on this site is that the markers must remain clickable to users. By making markers not tabbable (to avoid tabbing the 700+ markers) it would make the user experience with the other interactive parts of the application easier. However, it causes other accesibility problems. Hence, accessibility on this tool needs greater refinement moving forward.
\ No newline at end of file
diff --git a/css/styles.css b/css/styles.css
new file mode 100644
index 0000000..aa7e391
--- /dev/null
+++ b/css/styles.css
@@ -0,0 +1,198 @@
+:root {
+  --border: #ddd;
+  --bg: #fafafa;
+}
+
+* { box-sizing: border-box; }
+
+body {
+  margin: 0;
+  font-family: system-ui, -apple-system, Roboto, Helvetica, Arial, sans-serif;
+  line-height: 1.4;
+}
+
+.site-header {
+  padding: 16px;
+  border-bottom: 1px solid var(--border);
+  background: white;
+}
+
+.site-header h1 {
+  margin: 0 0 4px;
+  font-size: 20px;
+}
+
+.site-header h2 {
+  margin: 0 0 4px;
+  font-size: 17px;
+}
+
+.tagline {
+  margin: 0;
+  color: #444;
+  font-size: 15px;
+}
+
+.layout {
+  display: grid;
+  grid-template-columns: 1fr 320px;
+  gap: 12px;
+  padding: 12px;
+}
+
+.panel {
+  min-height: 70vh;
+}
+
+.map {
+  width: 100%;
+  height: 70vh;
+  border: 1px solid var(--border);
+  border-radius: 10px;
+}
+
+.sidebar {
+  display: flex;
+  flex-direction: column;
+  gap: 10px;
+}
+
+.sidebar h2 {
+  margin: 0;
+  font-size: 16px;
+}
+
+.card {
+  border: 1px solid var(--border);
+  border-radius: 10px;
+  background: var(--bg);
+  padding: 10px;
+  display: grid;
+  align-items: center;
+}
+
+.footer {
+  padding: 12px;
+  border-top: 1px solid var(--border);
+  color: #555;
+  font-size: 12px;
+}
+
+button:focus-visible, a:focus-visible {
+  outline: 3px solid #000;
+  outline-offset: 2px;
+}
+
+.tabs {
+  display: grid;
+  grid-template-columns: 1fr 1fr;
+  gap: 8px;
+  margin-bottom: 10px;
+}
+
+.tab {
+  border: 1px solid var(--border);
+  background: white;
+  border-radius: 10px;
+  padding: 8px 10px;
+  cursor: pointer;
+}
+
+.tab.is-active {
+  background: var(--bg);
+  font-weight: 600;
+}
+
+/* helps on keyboard focus */
+.tab:focus-visible {
+  outline: 3px solid #000;
+  outline-offset: 2px;
+}
+
+.stars {
+  display: inline-flex;
+  flex-direction: row-reverse; 
+  gap: 4px;
+}
+
+.stars input {
+  position: absolute;
+  opacity: 0;
+  pointer-events: none;
+}
+
+.stars label {
+  font-size: 22px;
+  line-height: 1;
+  cursor: pointer;
+  user-select: none;
+  opacity: 0.35;
+}
+
+/* Focus ring for keyboard users */
+.stars input:focus-visible + label {
+  outline: 3px solid #000;
+  outline-offset: 2px;
+  border-radius: 4px;
+}
+
+/* Fill stars on hover */
+/* stylelint-disable-next-line no-descending-specificity */
+.stars label:hover,
+.stars label:hover ~ label {
+  opacity: 1;
+}
+
+/* Fill stars when selected */
+.stars input:checked + label,
+.stars input:checked + label ~ label {
+  opacity: 1;
+}
+
+.overlay[hidden] {
+  display: none;
+}
+
+.overlay {
+  position: absolute;
+  inset: 0;               /* top/right/bottom/left:0 */
+  display: grid;
+  place-items: center;
+  background: rgba(0 0 0 / 35%);
+  padding: 12px;
+  z-index: 10;
+}
+
+/* Make sure panel-review can contain the absolutely positioned overlay */
+#panel-review {
+  position: relative;
+}
+
+.overlay-card {
+  width: min(420px, 100%);
+  background: var(--bg);
+  border: 1px solid var(--border);
+  border-radius: 12px;
+  padding: 14px;
+}
+
+.overlay-actions {
+  display: flex;
+  gap: 10px;
+  justify-content: flex-end;
+}
+
+#clear-filters {
+  margin-top: 8px;
+  width: 100%;
+}
+
+@media (width <= 900px) {
+  .layout {
+    grid-template-columns: 1fr;
+  }
+
+  .map {
+    height: 60vh;
+  }
+}
\ No newline at end of file
diff --git a/data/philly_restaurants_overpass.json b/data/philly_restaurants_overpass.json
new file mode 100644
index 0000000..ab8071f
--- /dev/null
+++ b/data/philly_restaurants_overpass.json
@@ -0,0 +1,29797 @@
+{
+  "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": "2025-12-17T16:22:44Z",
+  "features": [
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "way/42706103",
+        "addr:city": "Philadelphia",
+        "addr:housenumber": "4000",
+        "addr:state": "PA",
+        "addr:street": "City Avenue",
+        "amenity": "restaurant",
+        "brand": "TGI Fridays",
+        "brand:wikidata": "Q1524184",
+        "building": "yes",
+        "check_date": "2025-10-08",
+        "cuisine": "american",
+        "height": "8.83",
+        "name": "TGI Fridays",
+        "opening_hours": "Mo-Th,Su 11:00-24:00; Fr-Sa 11:00-01:00",
+        "source": "esri/Philadelphia_PA_Buildings_OSM",
+        "website": "https://locations.tgifridays.com/pa/philadelphia/4000-city-ave.html"
+      },
+      "geometry": {
+        "type": "Polygon",
+        "coordinates": [
+          [
+            [
+              -75.2108481,
+              40.0079018
+            ],
+            [
+              -75.2110145,
+              40.0081093
+            ],
+            [
+              -75.2111469,
+              40.008047
+            ],
+            [
+              -75.2111436,
+              40.0080429
+            ],
+            [
+              -75.2112679,
+              40.0079844
+            ],
+            [
+              -75.2112718,
+              40.0079893
+            ],
+            [
+              -75.2113724,
+              40.007942
+            ],
+            [
+              -75.2113669,
+              40.0079351
+            ],
+            [
+              -75.2113946,
+              40.007922
+            ],
+            [
+              -75.2113004,
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+            ],
+            [
+              -75.2112954,
+              40.0078068
+            ],
+            [
+              -75.2112662,
+              40.0077704
+            ],
+            [
+              -75.2112455,
+              40.0077802
+            ],
+            [
+              -75.211214,
+              40.007741
+            ],
+            [
+              -75.2110045,
+              40.0078396
+            ],
+            [
+              -75.2109979,
+              40.0078313
+            ],
+            [
+              -75.2108481,
+              40.0079018
+            ]
+          ]
+        ]
+      },
+      "id": "way/42706103"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "way/52495244",
+        "addr:city": "Philadelphia",
+        "addr:housename": "Valley Green Inn",
+        "addr:housenumber": "900",
+        "addr:postcode": "19128",
+        "addr:state": "PA",
+        "addr:street": "Wises Mill Road",
+        "amenity": "restaurant",
+        "building": "yes",
+        "cuisine": "american",
+        "diet:pescetarian": "yes",
+        "diet:vegan": "yes",
+        "diet:vegetarian": "yes",
+        "height": "21.64",
+        "historic": "building",
+        "name": "Valley Green Inn",
+        "opening_hours": "Mo-Fr 12:00-16:00; Sa 11:00-16:00; Mo-Th 17:00-21:00; Fr-Sa 17:00-22:00; Su 10:00-15:00",
+        "phone": "+1-215-247-1730",
+        "source": "esri/Philadelphia_PA_Buildings_OSM",
+        "website": "https://www.valleygreeninn.com/",
+        "wikidata": "Q78827991"
+      },
+      "geometry": {
+        "type": "Polygon",
+        "coordinates": [
+          [
+            [
+              -75.218173,
+              40.0542724
+            ],
+            [
+              -75.2182292,
+              40.0542625
+            ],
+            [
+              -75.2182264,
+              40.054253
+            ],
+            [
+              -75.2182374,
+              40.0542511
+            ],
+            [
+              -75.2182447,
+              40.0542755
+            ],
+            [
+              -75.2182638,
+              40.0542806
+            ],
+            [
+              -75.2183299,
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+            ],
+            [
+              -75.2182869,
+              40.0540232
+            ],
+            [
+              -75.21828,
+              40.0540244
+            ],
+            [
+              -75.2182432,
+              40.0539005
+            ],
+            [
+              -75.2180872,
+              40.0539279
+            ],
+            [
+              -75.2181183,
+              40.0540323
+            ],
+            [
+              -75.218104,
+              40.0540348
+            ],
+            [
+              -75.2181118,
+              40.0540612
+            ],
+            [
+              -75.2181272,
+              40.0540585
+            ],
+            [
+              -75.218136,
+              40.054088
+            ],
+            [
+              -75.2181066,
+              40.0540932
+            ],
+            [
+              -75.2181094,
+              40.0541023
+            ],
+            [
+              -75.218081,
+              40.0541073
+            ],
+            [
+              -75.2181304,
+              40.0542735
+            ],
+            [
+              -75.2181561,
+              40.054269
+            ],
+            [
+              -75.2181579,
+              40.0542751
+            ],
+            [
+              -75.218173,
+              40.0542724
+            ]
+          ]
+        ]
+      },
+      "id": "way/52495244"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "way/135537713",
+        "addr:city": "Philadelphia",
+        "addr:housename": "Building 830",
+        "addr:housenumber": "15",
+        "addr:postcode": "19112",
+        "addr:state": "PA",
+        "addr:street": "Kitty Hawk Avenue",
+        "amenity": "restaurant",
+        "building": "yes",
+        "cuisine": "sandwich",
+        "name": "DiNic's Pork & Beef",
+        "takeaway": "yes"
+      },
+      "geometry": {
+        "type": "Polygon",
+        "coordinates": [
+          [
+            [
+              -75.1777096,
+              39.8899828
+            ],
+            [
+              -75.1775572,
+              39.8899956
+            ],
+            [
+              -75.1775725,
+              39.8901029
+            ],
+            [
+              -75.177725,
+              39.8900901
+            ],
+            [
+              -75.1777096,
+              39.8899828
+            ]
+          ]
+        ]
+      },
+      "id": "way/135537713"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "way/155794904",
+        "addr:city": "Philadelphia",
+        "addr:country": "US",
+        "addr:housenumber": "4728",
+        "addr:postcode": "19143",
+        "addr:state": "PA",
+        "addr:street": "Baltimore Avenue",
+        "air_conditioning": "yes",
+        "amenity": "restaurant",
+        "building": "commercial",
+        "cuisine": "lao;thai",
+        "diet:vegan": "yes",
+        "diet:vegetarian": "yes",
+        "height": "11.88",
+        "name": "Vientiane Café",
+        "opening_hours": "Mo off; Tu-Sa 16:00-21:00; Su off",
+        "payment:cash": "only",
+        "phone": "+1-215-726-1095",
+        "website": "https://www.vientiane-cafe.com/",
+        "wheelchair": "limited"
+      },
+      "geometry": {
+        "type": "Polygon",
+        "coordinates": [
+          [
+            [
+              -75.2178684,
+              39.9482364
+            ],
+            [
+              -75.2178913,
+              39.9483532
+            ],
+            [
+              -75.2178799,
+              39.9483544
+            ],
+            [
+              -75.2178941,
+              39.9484282
+            ],
+            [
+              -75.2179529,
+              39.9484219
+            ],
+            [
+              -75.2179133,
+              39.9482309
+            ],
+            [
+              -75.2178684,
+              39.9482364
+            ]
+          ]
+        ]
+      },
+      "id": "way/155794904"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "way/170349587",
+        "addr:city": "Philadelphia",
+        "addr:housenumber": "401",
+        "addr:postcode": "19106",
+        "addr:state": "PA",
+        "addr:street": "Columbus Boulevard",
+        "amenity": "restaurant",
+        "building": "ship",
+        "check_date": "2023-06-10",
+        "contact:facebook": "https://www.facebook.com/moshuluphilly",
+        "cuisine": "american",
+        "historic": "ship",
+        "name": "Moshulu",
+        "opening_hours": "Mo-Th 16:00-21:00; Fr 16:00-22:00; Sa 10:00-22:00; Su 10:00-20:00",
+        "outdoor_seating": "yes",
+        "payment:cards": "yes",
+        "payment:cash": "yes",
+        "phone": "+1 215-923-2500",
+        "ship:type": "cargo_ship",
+        "start_date": "1904",
+        "website": "https://www.moshulu.com/",
+        "wheelchair": "yes",
+        "wikidata": "Q20688",
+        "wikipedia": "en:Moshulu"
+      },
+      "geometry": {
+        "type": "Polygon",
+        "coordinates": [
+          [
+            [
+              -75.1410269,
+              39.9428634
+            ],
+            [
+              -75.1410658,
+              39.9427673
+            ],
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+              -75.1410845,
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+            ],
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+            ],
+            [
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+              39.9424665
+            ],
+            [
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+            ],
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+              -75.1411067,
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+            ],
+            [
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+              39.9421183
+            ],
+            [
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+            ],
+            [
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+            ],
+            [
+              -75.1410624,
+              39.9418614
+            ],
+            [
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+              39.941845
+            ],
+            [
+              -75.1410195,
+              39.9418419
+            ],
+            [
+              -75.1409927,
+              39.941848
+            ],
+            [
+              -75.1409793,
+              39.9418645
+            ],
+            [
+              -75.1409665,
+              39.9418969
+            ],
+            [
+              -75.1409558,
+              39.9419869
+            ],
+            [
+              -75.1409491,
+              39.9421596
+            ],
+            [
+              -75.1409484,
+              39.9424177
+            ],
+            [
+              -75.1409551,
+              39.942575
+            ],
+            [
+              -75.1409712,
+              39.9427071
+            ],
+            [
+              -75.1409907,
+              39.9427657
+            ],
+            [
+              -75.1410269,
+              39.9428634
+            ]
+          ]
+        ]
+      },
+      "id": "way/170349587"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "@id": "way/200002962",
+        "addr:city": "Philadelphia",
+        "addr:housenumber": "4301",
+        "addr:postcode": "19104",
+        "addr:state": "PA",
+        "addr:street": "Baltimore Avenue",
+        "amenity": "restaurant",
+        "building": "yes",
+        "cuisine": "pizza",
+        "diet:vegan": "yes",
+        "diet:vegetarian": "yes",
+        "height": "12.8",
+        "name": "Clarkville",
+        "opening_hours": "12:00-20:00",
+        "phone": "+1-215-387-4992",
+        "source": "City of Philadelphia",
+        "website": "https://clarkvillephilly.com/"
+      },
+      "geometry": {
+        "type": "Polygon",
+        "coordinates": [
+          [
+            [
+              -75.2093634,
+              39.9498003
+            ],
+            [
+              -75.2093762,
+              39.9498091
+            ],
+            [
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+            ],
+            [
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+              39.9498233
+            ],
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+            ],
+            [
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+            ],
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+            ],
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+              39.9496477
+            ],
+            [
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+            ],
+            [
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+              39.94966
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+        "name": "Taste of Punjab",
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+        "amenity": "restaurant",
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+        "addr:street": "South 9th Street",
+        "amenity": "restaurant",
+        "atm": "yes",
+        "bar": "yes",
+        "contact:facebook": "https://www.facebook.com/BlueCornRestaurant/",
+        "contact:instagram": "https://www.instagram.com/bluecornmex/",
+        "cuisine": "mexican",
+        "name": "Blue Corn Mexican Restaurant & Bar",
+        "opening_hours": "Mo-Th 11:00-21:00; Fr 11:00-22:00; Sa 10:30-22:00; Su 10:30-21:00",
+        "outdoor_seating": "yes",
+        "payment:cash": "yes",
+        "payment:credit_cards": "no",
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+        "amenity": "restaurant",
+        "cuisine": "indian",
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+        "website": "https://www.instagram.com/bowldmasala/"
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+        "addr:street": "Market Street",
+        "amenity": "restaurant",
+        "cuisine": "peruvian",
+        "name": "Mucho Peru",
+        "opening_hours": "Su-Th 11:00-22:00, Fr-Sa 11:00-23:00",
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+        "amenity": "restaurant",
+        "cuisine": "cambodian;fusion",
+        "name": "Sahbyy Food",
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+        "website": "https://www.instagram.com/sahbyyfood/?hl=en"
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+        "addr:street": "North 54th Street",
+        "amenity": "restaurant",
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+        "addr:state": "PA",
+        "addr:street": "Cardinal Avenue",
+        "amenity": "restaurant",
+        "branch": "St. Joseph University",
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+}
\ No newline at end of file
diff --git a/index.html b/index.html
new file mode 100644
index 0000000..8dc861f
--- /dev/null
+++ b/index.html
@@ -0,0 +1,218 @@
+<!doctype html>
+<html lang="en">
+
+<head>
+  <meta charset="UTF-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>Find Your Spot - A Context-based Philly Food Finder</title>
+
+  <link rel="stylesheet" href="./css/styles.css" />
+
+  <!-- Leaflet -->
+  <link rel="stylesheet" href="https://unpkg.com/leaflet@1.9.4/dist/leaflet.css"
+    integrity="sha256-p4NxAoJBhIIN+hmNHrzRCf9tD/miZyoHS5obTRR9BMY=" crossorigin="" />
+</head>
+
+<body>
+  <header class="site-header">
+    <h1>Find Your Spot</h1>
+    <h2>A Context-Based Philly Food Finder Application</h2>
+    <p class="tagline">Find Your Spot is a community-based application that helps you discover restaurants by the experience you want! Filter restaurants by occasion and cuisine to find your next match.</p>
+  </header>
+
+  <main class="layout" role="main">
+    <section class="panel" aria-label="Map panel">
+      <div id="map" class="map" role="application" aria-label="Restaurant map"></div>
+    </section>
+
+    <aside class="sidebar" aria-label="Info panel">
+      <!-- Tabs -->
+      <div class="tabs" role="tablist" aria-label="Sidebar tabs">
+        <button id="tab-discover" class="tab is-active" role="tab" aria-selected="true" aria-controls="panel-discover"
+          type="button">Find a spot
+        </button>
+
+        <button id="tab-review" class="tab" role="tab" aria-selected="false" aria-controls="panel-review"
+          type="button">Leave a review
+        </button>
+      </div>
+      <!-- Panel 1-->
+      <section id="panel-discover" role="tabpanel" aria-labelledby="tab-discover">
+        <h2>Find a spot</h2>
+        <div class="card">
+          <label for="search">Search restaurants</label>
+          <input
+            id="search"
+            type="search"
+            placeholder="Search restaurant by name…"
+            aria-label="Search restaurants"
+          />
+          <label for="vibe">What are you looking for?</label>
+          <select id="vibe">
+            <option value="">--Select a Category--</option>
+            <option value="budget">Budget</option>
+            <option value="date_night">Date night</option>
+            <option value="group_hang">Group hang</option>
+            <option value="solo_comfort">Solo comfort</option>
+            <option value="adventure">Adventure</option>
+            <option value="study_work">Study/work</option>
+          </select>
+
+          <label for="cuisineFilter" style="margin-top:8px;">Cuisine</label>
+          <select id="cuisineFilter">
+            <option value="">Any cuisine</option>
+          </select>
+
+          <label for="minReviews" style="margin-top:8px;">Minimum reviews</label>
+          <input id="minReviews" type="number" min="0" value="1" />
+          <button id="clear-filters" type="button">Clear filters</button>
+        </div>
+
+        <h2>Top matches</h2>
+        <div id="ranked" class="card" aria-live="polite">
+          <p>Loading…</p>
+        </div>
+
+        <h2>Selected place</h2>
+        <div id="selected" class="card" aria-live="polite">
+          <p>Click a pin to see details.</p>
+        </div>
+
+        <h2>Recent reviews</h2>
+        <div id="reviews" class="card" aria-live="polite">
+          <p>No place selected.</p>
+        </div>
+
+        <h2>Load status</h2>
+        <div id="status" class="card" aria-live="polite">
+          <p>Loading…</p>
+        </div>
+      </section>
+
+      <!-- Panel 2 -->
+      <section id="panel-review" role="tabpanel" aria-labelledby="tab-review" hidden>
+        <h2>Selected place</h2>
+        <div id="selected-review" class="card" aria-live="polite">
+          <p>Click a pin to see details.</p>
+        </div>
+        
+        <!-- Review form-->
+        <div id="review-form-wrap">
+        <h2>Leave a review</h2>
+        <form id="review-form" class="card">
+          <label for="occasion">Occasion</label>
+          <select id="occasion" required>
+            <option value="">Select…</option>
+            <option value="budget">Budget</option>
+            <option value="date_night">Date night</option>
+            <option value="group_hang">Group hang</option>
+            <option value="solo_comfort">Solo comfort</option>
+            <option value="adventure">Adventure</option>
+            <option value="study_work">Study/work</option>
+          </select>
+
+          <!-- Replacing number ranking with star rating -->
+          <!-- Food -->
+          <div class="field">
+            <label>Food</label>
+            <div class="stars" role="radiogroup" aria-label="Food rating">
+              <input type="radio" id="food-5" name="foodRating" value="5" required />
+              <label for="food-5" aria-label="5 stars">★</label>
+
+              <input type="radio" id="food-4" name="foodRating" value="4" />
+              <label for="food-4" aria-label="4 stars">★</label>
+
+              <input type="radio" id="food-3" name="foodRating" value="3" />
+              <label for="food-3" aria-label="3 stars">★</label>
+
+              <input type="radio" id="food-2" name="foodRating" value="2" />
+              <label for="food-2" aria-label="2 stars">★</label>
+
+              <input type="radio" id="food-1" name="foodRating" value="1" />
+              <label for="food-1" aria-label="1 star">★</label>
+            </div>
+          </div>
+
+          <!-- Value -->
+          <div class="field">
+            <label>Value</label>
+            <div class="stars" data-name="valueRating" role="radiogroup" aria-label="Value rating">
+              <input type="radio" id="value-5" name="valueRating" value="5" required />
+              <label for="value-5" aria-label="5 stars">★</label>
+
+              <input type="radio" id="value-4" name="valueRating" value="4" />
+              <label for="value-4" aria-label="4 stars">★</label>
+
+              <input type="radio" id="value-3" name="valueRating" value="3" />
+              <label for="value-3" aria-label="3 stars">★</label>
+
+              <input type="radio" id="value-2" name="valueRating" value="2" />
+              <label for="value-2" aria-label="2 stars">★</label>
+
+              <input type="radio" id="value-1" name="valueRating" value="1" />
+              <label for="value-1" aria-label="1 star">★</label>
+            </div>
+          </div>
+
+          <!-- Vibe -->
+          <div class="field">
+            <label>Vibe</label>
+            <div class="stars" data-name="vibeRating" role="radiogroup" aria-label="Vibe rating">
+              <input type="radio" id="vibe-5" name="vibeRating" value="5" required />
+              <label for="vibe-5" aria-label="5 stars">★</label>
+
+              <input type="radio" id="vibe-4" name="vibeRating" value="4" />
+              <label for="vibe-4" aria-label="4 stars">★</label>
+
+              <input type="radio" id="vibe-3" name="vibeRating" value="3" />
+              <label for="vibe-3" aria-label="3 stars">★</label>
+
+              <input type="radio" id="vibe-2" name="vibeRating" value="2" />
+              <label for="vibe-2" aria-label="2 stars">★</label>
+
+              <input type="radio" id="vibe-1" name="vibeRating" value="1" />
+              <label for="vibe-1" aria-label="1 star">★</label>
+            </div>
+          </div>
+
+          <label for="order">Go-to order (optional)</label>
+          <input id="order" type="text"/>
+
+          <label for="note">Note (optional)</label>
+          <textarea id="note" rows="3"></textarea>
+
+          <button id="submit-review" type="submit" disabled>Pick a place first</button>
+        </form>
+      </div>
+      <!-- Successful Submision Confirmation-->
+      <div id="review-overlay" class="overlay" hidden aria-hidden="true">
+        <div class="overlay-card" role="dialog" aria-modal="true" aria-labelledby="review-overlay-title">
+          <h3 id="review-overlay-title" style="margin:0 0 6px 0;">Thanks for submitting a review! 🎉</h3>
+          <p style="margin:0 0 10px 0;">Your review helps other people find the right spot.</p>
+
+          <div class="overlay-actions">
+            <button id="review-again" type="button">Write another review</button>
+            <button id="review-close" type="button">Close</button>
+          </div>
+        </div>
+      </div>
+      </section>
+    </aside>
+  </main>
+
+  <!-- Leaflet -->
+  <script src="https://unpkg.com/leaflet@1.9.4/dist/leaflet.js"
+    integrity="sha256-20nQCchB9co0qIjJZRGuk2/Z9VM+kNiyxNV1lvTlZBo=" crossorigin=""></script>
+
+  <!-- Supabase JS (UMD build) -->
+  <script src="https://cdn.jsdelivr.net/npm/@supabase/supabase-js@2"></script>
+
+  <!-- Script -->
+  <script type="module" src="./js/main.js"></script>
+
+  <footer class="footer">
+    <p>© OpenStreetMap contributors (ODbL). Restaurant POIs sourced from OpenStreetMap.</p>
+  </footer>
+</body>
+
+</html>
\ No newline at end of file
diff --git a/js/db.js b/js/db.js
new file mode 100644
index 0000000..19a9207
--- /dev/null
+++ b/js/db.js
@@ -0,0 +1,50 @@
+// Uses the global `supabase` from the CDN script in index.html
+
+/* global supabase */
+const SUPABASE_URL = 'https://evvjlynnabdwpferdnqy.supabase.co';
+const SUPABASE_ANON_KEY = 'eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJzdXBhYmFzZSIsInJlZiI6ImV2dmpseW5uYWJkd3BmZXJkbnF5Iiwicm9sZSI6ImFub24iLCJpYXQiOjE3NjU5ODc5NjMsImV4cCI6MjA4MTU2Mzk2M30.9rsOvkqFy1PcRiPMw9j0NdpwSzEyL8Ll2DKUJaE-i7A';
+
+export const db = supabase.createClient(SUPABASE_URL, SUPABASE_ANON_KEY);
+
+export async function fetchPlaces(limit = 1000) {
+  const { data, error } = await db
+    .from('places')
+    .select('id, osm_id, name, lat, lng, cuisine, address')
+    .limit(limit);
+
+  if (error) throw error;
+  return data ?? [];
+}
+
+// Reviews
+export async function fetchReviewsForPlace(placeId) {
+  const { data, error } = await db
+    .from('reviews')
+    .select('id, occasion, food, value, vibe, go_to_order, note, created_at')
+    .eq('place_id', placeId)
+    .order('created_at', { ascending: false });
+
+  if (error) throw error;
+  return data ?? [];
+}
+
+export async function insertReview(review) {
+  const { data, error } = await db
+    .from('reviews')
+    .insert(review)
+    .select()
+    .single();
+
+  if (error) throw error;
+  return data;
+}
+
+export async function fetchAllReviews(limit = 5000) {
+  const { data, error } = await db
+    .from('reviews')
+    .select('place_id, occasion, food, value, vibe, created_at')
+    .limit(limit);
+
+  if (error) throw error;
+  return data ?? [];
+}
diff --git a/js/main.js b/js/main.js
new file mode 100644
index 0000000..73aa548
--- /dev/null
+++ b/js/main.js
@@ -0,0 +1,548 @@
+import { fetchPlaces, fetchAllReviews, fetchReviewsForPlace, insertReview } from './db.js';
+
+// Adjust marker colors
+const defaultIcon = L.icon({
+  iconUrl: 'https://unpkg.com/leaflet@1.9.4/dist/images/marker-icon.png',
+  shadowUrl: 'https://unpkg.com/leaflet@1.9.4/dist/images/marker-shadow.png',
+  iconSize: [25, 41],
+  iconAnchor: [12, 41],
+  popupAnchor: [1, -34],
+  shadowSize: [41, 41],
+});
+
+const selectedIcon = L.icon({
+  iconUrl: 'https://raw.githubusercontent.com/pointhi/leaflet-color-markers/master/img/marker-icon-red.png',
+  shadowUrl: 'https://unpkg.com/leaflet@1.9.4/dist/images/marker-shadow.png',
+  iconSize: [25, 41],
+  iconAnchor: [12, 41],
+  popupAnchor: [1, -34],
+  shadowSize: [41, 41],
+});
+
+const statusEl = document.getElementById('status');
+const selectedEl = document.getElementById('selected');
+
+const reviewsEl = document.getElementById('reviews');
+const selectedReviewEl = document.getElementById('selected-review');
+const formEl = document.getElementById('review-form');
+const submitBtn = document.getElementById('submit-review');
+
+const vibeSelect = document.getElementById('vibe');
+const minReviewsEl = document.getElementById('minReviews');
+const cuisineFilterEl = document.getElementById('cuisineFilter');
+const rankedEl = document.getElementById('ranked');
+
+const tabDiscover = document.getElementById('tab-discover');
+const tabReview = document.getElementById('tab-review');
+const panelDiscover = document.getElementById('panel-discover');
+const panelReview = document.getElementById('panel-review');
+const searchEl = document.getElementById('search');
+const clearFiltersBtn = document.getElementById('clear-filters');
+
+const reviewAgainBtn = document.getElementById('review-again');
+const reviewOverlayEl = document.getElementById('review-overlay');
+const reviewCloseBtn = document.getElementById('review-close');
+
+// store markers so we can interact with them later
+const markersByPlaceId = new Map();
+
+let placesCache = [];
+let selectedMarker = null;
+function refreshRankings() {
+  const occasion = vibeSelect.value;
+  const minReviews = Number(minReviewsEl.value || 0);
+  const cuisineFilter = cuisineFilterEl ? cuisineFilterEl.value : '';
+  renderRankedList(placesCache, occasionStats, occasion, minReviews, cuisineFilter, searchQuery);
+}
+
+// Search bar
+let searchQuery = '';
+if (searchEl) {
+  searchEl.addEventListener('input', () => {
+    searchQuery = searchEl.value.trim().toLowerCase();
+    refreshRankings();
+  });
+}
+
+// Clear filter button
+if (clearFiltersBtn) {
+  clearFiltersBtn.addEventListener('click', () => {
+    if (vibeSelect) vibeSelect.value = '';
+    if (cuisineFilterEl) cuisineFilterEl.value = '';
+    if (minReviewsEl) minReviewsEl.value = '1';
+    if (searchEl) searchEl.value = '';
+    searchQuery = '';
+
+    refreshRankings();
+  });
+}
+
+// Randomize suggestions
+function shuffle(array) {
+  const a = array.slice();
+  for (let i = a.length - 1; i > 0; i -= 1) {
+    const j = Math.floor(Math.random() * (i + 1));
+    [a[i], a[j]] = [a[j], a[i]];
+  }
+  return a;
+}
+
+function setActiveTab(which) {
+  const isDiscover = which === 'discover';
+
+  tabDiscover.classList.toggle('is-active', isDiscover);
+  tabReview.classList.toggle('is-active', !isDiscover);
+
+  tabDiscover.setAttribute('aria-selected', String(isDiscover));
+  tabReview.setAttribute('aria-selected', String(!isDiscover));
+
+  panelDiscover.hidden = !isDiscover;
+  panelReview.hidden = isDiscover;
+}
+
+if (tabDiscover && tabReview && panelDiscover && panelReview) {
+  tabDiscover.addEventListener('click', () => setActiveTab('discover'));
+  tabReview.addEventListener('click', () => setActiveTab('review'));
+}
+
+// Zoom to marker
+function focusMarker(marker, zoom = 17) {
+  if (!mapRef) return;
+  const latlng = marker.getLatLng();
+  mapRef.setView(latlng, zoom, { animate: true });
+}
+
+function mean(nums) {
+  return nums.length ? nums.reduce((a, b) => a + b, 0) / nums.length : null;
+}
+
+function reviewScore(r) {
+  return (r.food + r.value + r.vibe) / 3;
+}
+
+// Build a map: place_id -> { occasion -> { avg, count } }
+function buildOccasionStats(reviews) {
+  const buckets = new Map();
+
+  for (const r of reviews) {
+    if (!buckets.has(r.place_id)) buckets.set(r.place_id, new Map());
+    const byOcc = buckets.get(r.place_id);
+
+    if (!byOcc.has(r.occasion)) byOcc.set(r.occasion, []);
+    byOcc.get(r.occasion).push(reviewScore(r));
+  }
+
+  const stats = new Map();
+  for (const [placeId, byOcc] of buckets.entries()) {
+    const occStats = new Map();
+    for (const [occ, scores] of byOcc.entries()) {
+      occStats.set(occ, { avg: mean(scores), count: scores.length });
+    }
+    stats.set(placeId, occStats);
+  }
+
+  return stats;
+}
+
+// Review success function
+function showReviewOverlay() {
+  if (!reviewOverlayEl) return;
+  reviewOverlayEl.hidden = false;
+  reviewOverlayEl.setAttribute('aria-hidden', 'false');
+}
+
+function hideReviewOverlay() {
+  if (!reviewOverlayEl) return;
+  reviewOverlayEl.hidden = true;
+  reviewOverlayEl.setAttribute('aria-hidden', 'true');
+}
+
+if (reviewCloseBtn) {
+  reviewCloseBtn.addEventListener('click', hideReviewOverlay);
+}
+
+if (reviewAgainBtn) {
+  reviewAgainBtn.addEventListener('click', () => {
+    hideReviewOverlay();
+
+    // Clear optional fields
+    const orderEl = document.getElementById('order');
+    const noteEl = document.getElementById('note');
+    if (orderEl) orderEl.value = '';
+    if (noteEl) noteEl.value = '';
+
+    // Clear star ratings
+    document.querySelectorAll('input[name="foodRating"]').forEach((el) => (el.checked = false));
+    document.querySelectorAll('input[name="valueRating"]').forEach((el) => (el.checked = false));
+    document.querySelectorAll('input[name="vibeRating"]').forEach((el) => (el.checked = false));
+  });
+}
+
+let mapRef = null;
+
+function renderRankedList(places, occasionStats, occasion, minReviews, cuisineFilter, searchQuery) {
+  // candidates filtered by cuisine
+  let candidates = cuisineFilter
+    ? places.filter((p) => splitCuisines(p.cuisine).includes(cuisineFilter))
+    : places;
+
+  // Add search query
+  if (searchQuery) {
+    candidates = candidates.filter((p) => {
+      const name = (p.name || '').toLowerCase();
+      return name.includes(searchQuery);
+    });
+  }
+
+  // Show suggestions if no category is selected
+  if (!occasion) {
+    const suggestions = shuffle(
+      candidates.filter((p) => typeof p.lat === 'number' && typeof p.lng === 'number'),
+    ).slice(0, 5);
+
+    rankedEl.innerHTML = `
+      <p><strong>Suggestions to explore:</strong></p>
+      ${suggestions.map((p, idx) => `
+        <div style="padding:8px 0; ${idx ? 'border-top:1px solid #ddd;' : ''}">
+          <button class="rank-item" data-place-id="${p.id}" style="all:unset; cursor:pointer; display:block;">
+            <div><strong>${p.name ?? 'Unnamed place'}</strong></div>
+            ${p.cuisine ? `<div><small>${p.cuisine}</small></div>` : ''}
+          </button>
+        </div>
+      `).join('')}
+    `;
+
+    wireRankClicks();
+    return;
+  }
+
+  // Build ranked array (review-based)
+  const ranked = candidates
+    .map((p) => {
+      const placeOccStats = occasionStats.get(p.id);
+      const s = placeOccStats?.get(occasion);
+      return {
+        place: p,
+        avg: s?.avg ?? null,
+        count: s?.count ?? 0,
+      };
+    })
+    .filter((x) => x.count >= minReviews && x.avg !== null)
+    .sort((a, b) => b.avg - a.avg)
+    .slice(0, 10);
+
+  // Helper to wire clicks for zoom + select
+  function wireRankClicks() {
+    rankedEl.querySelectorAll('.rank-item').forEach((btn) => {
+      btn.addEventListener('click', () => {
+        const placeId = btn.dataset.placeId;
+        const marker = markersByPlaceId.get(placeId);
+        if (!marker || !mapRef) return;
+        focusMarker(marker, 17);
+        marker.openPopup();
+        marker.fire('click');
+      });
+    });
+  }
+
+  // Render ranked results
+  if (ranked.length) {
+    rankedEl.innerHTML = `
+      <p style="margin:0 0 8px 0;">
+        Top matches for <strong>${occasion}</strong>${cuisineFilter ? ` (${cuisineFilter})` : ''}:
+      </p>
+      ${ranked
+    .map((x, idx) => {
+      const p = x.place;
+      return `
+            <div style="padding:8px 0; ${idx ? 'border-top:1px solid #ddd;' : ''}">
+              <button class="rank-item" data-place-id="${p.id}" style="all:unset; cursor:pointer; display:block;">
+                <div><strong>${idx + 1}. ${p.name ?? 'Unnamed place'}</strong></div>
+                <div>${x.avg.toFixed(2)}/5 • ${x.count} review${x.count === 1 ? '' : 's'}</div>
+                ${p.cuisine ? `<div><small>${p.cuisine}</small></div>` : ''}
+              </button>
+            </div>
+          `;
+    })
+    .join('')}
+    `;
+
+    wireRankClicks();
+    return;
+  }
+
+  // No ranked results yet — show randomized suggestions
+  const suggestions = shuffle(
+    candidates.filter((p) => typeof p.lat === 'number' && typeof p.lng === 'number'),
+  ).slice(0, 5);
+
+  rankedEl.innerHTML = `
+    <p>No reviewed matches yet for <strong>${occasion}</strong>${cuisineFilter ? ` (${cuisineFilter})` : ''}.</p>
+    <p><strong>Suggestions to explore:</strong></p>
+    ${suggestions.length
+    ? suggestions
+      .map((p, idx) => `
+            <div style="padding:8px 0; ${idx ? 'border-top:1px solid #ddd;' : ''}">
+              <button class="rank-item" data-place-id="${p.id}" style="all:unset; cursor:pointer; display:block;">
+                <div><strong>${p.name ?? 'Unnamed place'}</strong></div>
+                ${p.cuisine ? `<div><small>${p.cuisine}</small></div>` : ''}
+              </button>
+            </div>
+          `)
+      .join('')
+    : `<p><em>No suggestions found for this filter. Try “Any cuisine”.</em></p>`}
+  `;
+
+  wireRankClicks();
+}
+
+function splitCuisines(c) {
+  if (!c) return [];
+  return String(c)
+    .toLowerCase()
+    .split(';')
+    .map((s) => s.trim())
+    .filter(Boolean);
+}
+
+function populateCuisineFilter(places) {
+  if (!cuisineFilterEl) return;
+
+  const set = new Set();
+  for (const p of places) {
+    for (const c of splitCuisines(p.cuisine)) set.add(c);
+  }
+
+  const cuisines = [...set].sort((a, b) => a.localeCompare(b));
+
+  cuisineFilterEl.innerHTML = `
+    <option value="">Any cuisine</option>
+    ${cuisines.map((c) => `<option value="${c}">${c}</option>`).join('')}
+  `;
+}
+
+
+let selectedPlace = null;
+
+function setStatus(html) {
+  statusEl.innerHTML = html;
+}
+
+function setSelected(place) {
+  selectedPlace = place;
+
+  // Reset previous marker
+  if (selectedMarker) {
+    selectedMarker.setIcon(defaultIcon);
+    selectedMarker = null;
+  }
+
+  if (!place) {
+    const empty = `<p>Click a pin to see details.</p>`;
+    selectedEl.innerHTML = empty;
+    if (selectedReviewEl) selectedReviewEl.innerHTML = `<p>No place selected yet. Click a pin or a suggestion.</p>`;
+    reviewsEl.innerHTML = `<p>No place selected.</p>`;
+    submitBtn.disabled = true;
+    submitBtn.textContent = 'Pick a place first';
+    return;
+  }
+
+  const html = `
+    <h3 style="margin:0 0 6px 0;">${place.name ?? 'Unnamed place'}</h3>
+    ${place.cuisine ? `<p style="margin:0 0 6px 0;"><strong>Cuisine:</strong> ${place.cuisine}</p>` : ''}
+    ${place.address ? `<p style="margin:0 0 6px 0;"><strong>Address:</strong> ${place.address}</p>` : ''}
+  `;
+
+  // Populate both tabs
+  selectedEl.innerHTML = html;
+  if (selectedReviewEl) selectedReviewEl.innerHTML = html;
+
+  submitBtn.disabled = false;
+  submitBtn.textContent = 'Submit review';
+
+  // Highlight selected marker
+  const marker = markersByPlaceId.get(place.id);
+  if (marker) {
+    marker.setIcon(selectedIcon);
+    selectedMarker = marker;
+    focusMarker(marker, 17);
+    marker.openPopup();
+  }
+
+  loadReviews(place.id);
+}
+
+function avg(nums) {
+  if (!nums.length) return null;
+  return nums.reduce((a, b) => a + b, 0) / nums.length;
+}
+
+function renderReviews(reviews) {
+  if (!reviews.length) {
+    reviewsEl.innerHTML = `<p>No reviews yet. Be the first!</p>`;
+    return;
+  }
+
+  // Quick “best for” summary by occasion
+  const byOccasion = new Map();
+  for (const r of reviews) {
+    if (!byOccasion.has(r.occasion)) byOccasion.set(r.occasion, []);
+    byOccasion.get(r.occasion).push(r);
+  }
+
+  const summary = [...byOccasion.entries()]
+    .map(([occ, arr]) => {
+      const score = avg(arr.map((x) => (x.food + x.value + x.vibe) / 3));
+      return `<li><strong>${occ}</strong>: ${score.toFixed(2)} (${arr.length})</li>`;
+    })
+    .join('');
+
+  const items = reviews
+    .slice(0, 10)
+    .map((r) => {
+      const score = ((r.food + r.value + r.vibe) / 3).toFixed(1);
+      return `
+        <div style="padding:8px 0; border-top:1px solid #ddd;">
+          <div><strong>${r.occasion}</strong> • ${score}/5</div>
+          ${r.go_to_order ? `<div><em>Go-to:</em> ${r.go_to_order}</div>` : ''}
+          ${r.note ? `<div>${r.note}</div>` : ''}
+          <div><small>${new Date(r.created_at).toLocaleString()}</small></div>
+        </div>
+      `;
+    })
+    .join('');
+
+  reviewsEl.innerHTML = `
+    <div>
+      <p style="margin:0 0 6px 0;"><strong>Best-for scores</strong></p>
+      <ul style="margin:0 0 10px 18px;">${summary}</ul>
+    </div>
+    ${items}
+  `;
+}
+
+async function loadReviews(placeId) {
+  try {
+    reviewsEl.innerHTML = `<p>Loading reviews…</p>`;
+    const reviews = await fetchReviewsForPlace(placeId);
+    renderReviews(reviews);
+  } catch (err) {
+    console.error(err);
+    reviewsEl.innerHTML = `<p><strong>Error loading reviews:</strong> ${err.message ?? String(err)}</p>`;
+  }
+}
+
+function initMap() {
+  const philly = [39.9526, -75.1652];
+  const map = L.map('map').setView(philly, 12);
+
+  L.tileLayer('https://{s}.basemaps.cartocdn.com/light_all/{z}/{x}/{y}{r}.png', {
+    attribution:
+    '&copy; <a href="https://www.openstreetmap.org/copyright">OpenStreetMap</a> contributors &copy; <a href="https://carto.com/attributions">CARTO</a>',
+    subdomains: 'abcd',
+    maxZoom: 20,
+  }).addTo(map);
+
+
+  return map;
+}
+
+let allReviews = [];
+let occasionStats = new Map();
+
+async function main() {
+  const map = initMap();
+  mapRef = map;
+
+  try {
+    setStatus('<p>Loading places from Supabase…</p>');
+    placesCache = await fetchPlaces(2000);
+    populateCuisineFilter(placesCache);
+
+    setStatus('<p>Loading reviews from Supabase…</p>');
+    allReviews = await fetchAllReviews(5000);
+    occasionStats = buildOccasionStats(allReviews);
+
+    // Add markers, always render pins first
+    let added = 0;
+    for (const p of placesCache) {
+      if (typeof p.lat !== 'number' || typeof p.lng !== 'number') continue;
+      const marker = L.marker([p.lat, p.lng], { icon: defaultIcon }).addTo(map);
+      marker.bindPopup(`<strong>${p.name ?? 'Unnamed place'}</strong>`);
+      marker.on('click', () => setSelected(p));
+      markersByPlaceId.set(p.id, marker); // so ranked list can jump to pins
+      added += 1;
+    }
+
+    setStatus(
+      `<p>Loaded <strong>${placesCache.length}</strong> places and <strong>${allReviews.length}</strong> reviews. Rendered <strong>${added}</strong> pins.</p>`,
+    );
+
+    refreshRankings();
+    vibeSelect.addEventListener('change', refreshRankings);
+    minReviewsEl.addEventListener('input', refreshRankings);
+    if (cuisineFilterEl) cuisineFilterEl.addEventListener('change', refreshRankings);
+
+    setSelected(null);
+  } catch (err) {
+    console.error(err);
+    setStatus(`<p><strong>Error:</strong> ${err.message ?? String(err)}</p>`);
+  }
+}
+
+// Form submission for reviews
+if (formEl) {
+  formEl.addEventListener('submit', async (e) => {
+    console.log('Review form submitted');
+    e.preventDefault();
+    if (!selectedPlace) return;
+
+    const occasion = document.getElementById('occasion').value;
+    const food = Number(document.querySelector('input[name="foodRating"]:checked')?.value);
+    const value = Number(document.querySelector('input[name="valueRating"]:checked')?.value);
+    const vibe = Number(document.querySelector('input[name="vibeRating"]:checked')?.value);
+    const goToOrder = document.getElementById('order').value.trim() || null;
+    const note = document.getElementById('note').value.trim() || null;
+
+    try {
+      submitBtn.disabled = true;
+      submitBtn.textContent = 'Submitting…';
+
+      // Ensure that no NULL values
+      if (![food, value, vibe].every((n) => Number.isFinite(n) && n >= 1 && n <= 5)) {
+        alert('Please enter Food/Value/Vibe ratings between 1 and 5.');
+        return;
+      }
+
+      await insertReview({
+        place_id: selectedPlace.id,
+        occasion,
+        food,
+        value,
+        vibe,
+        go_to_order: goToOrder,
+        note,
+      });
+
+      // Optional fields
+      document.getElementById('order').value = '';
+      document.getElementById('note').value = '';
+
+      // Refresh the reviews panel
+      await loadReviews(selectedPlace.id);
+
+      showReviewOverlay();
+    } catch (err) {
+      console.error(err);
+      alert(err.message ?? String(err));
+    } finally {
+      submitBtn.disabled = false;
+      submitBtn.textContent = 'Submit review';
+    }
+  });
+}
+
+main().catch((err) => {
+  console.error('Main crashed:', err);
+  setStatus?.(`<p><strong>Error:</strong> ${err.message ?? String(err)}</p>`);
+});
diff --git a/package-lock.json b/package-lock.json
index 9f99c26..b33c9b0 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,13 +1,17 @@
 {
-  "name": "dashboard-project",
+  "name": "engagement-project",
   "version": "1.0.0",
   "lockfileVersion": 2,
   "requires": true,
   "packages": {
     "": {
-      "name": "dashboard-project",
+      "name": "engagement-project",
       "version": "1.0.0",
       "license": "ISC",
+      "dependencies": {
+        "@supabase/supabase-js": "^2.88.0",
+        "dotenv": "^17.2.3"
+      },
       "devDependencies": {
         "eslint": "^8.48.0",
         "eslint-config-google": "^0.14.0",
@@ -253,18 +257,122 @@
         "node": ">= 8"
       }
     },
+    "node_modules/@supabase/auth-js": {
+      "version": "2.88.0",
+      "resolved": "https://registry.npmjs.org/@supabase/auth-js/-/auth-js-2.88.0.tgz",
+      "integrity": "sha512-r/tlKD1Sv5w5AGmxVdBK17KwVkGOHMjihqw+HeW7Qsyes5ajLeyjL0M7jXZom1+NW4yINacKqOR9gqGmWzW9eA==",
+      "license": "MIT",
+      "dependencies": {
+        "tslib": "2.8.1"
+      },
+      "engines": {
+        "node": ">=20.0.0"
+      }
+    },
+    "node_modules/@supabase/functions-js": {
+      "version": "2.88.0",
+      "resolved": "https://registry.npmjs.org/@supabase/functions-js/-/functions-js-2.88.0.tgz",
+      "integrity": "sha512-p934lg2x9m0bVBXKl2EAwbyIVif21FD1VGtLNGU4iuPOyB6b0bzyRAFnK95pLj48CMJk0DU+q35TDOGcFAyxwQ==",
+      "license": "MIT",
+      "dependencies": {
+        "tslib": "2.8.1"
+      },
+      "engines": {
+        "node": ">=20.0.0"
+      }
+    },
+    "node_modules/@supabase/postgrest-js": {
+      "version": "2.88.0",
+      "resolved": "https://registry.npmjs.org/@supabase/postgrest-js/-/postgrest-js-2.88.0.tgz",
+      "integrity": "sha512-8DMGXWQUGM/4e8vtW95dLlNtETTVAyCAr7NyLFACDgVaaPUsDqZvS45LjBNd18fu3n6q/zZwCk4XL2yYWBHTVA==",
+      "license": "MIT",
+      "dependencies": {
+        "tslib": "2.8.1"
+      },
+      "engines": {
+        "node": ">=20.0.0"
+      }
+    },
+    "node_modules/@supabase/realtime-js": {
+      "version": "2.88.0",
+      "resolved": "https://registry.npmjs.org/@supabase/realtime-js/-/realtime-js-2.88.0.tgz",
+      "integrity": "sha512-4yMVLLq6I2KSzINlBK22vGJJYzJo9FAbfKZl7ZuarvzAClq48skgLWF7dlBCC3B/9wQckKhCfPfvyT0JVz3SXg==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/phoenix": "^1.6.6",
+        "@types/ws": "^8.18.1",
+        "tslib": "2.8.1",
+        "ws": "^8.18.2"
+      },
+      "engines": {
+        "node": ">=20.0.0"
+      }
+    },
+    "node_modules/@supabase/storage-js": {
+      "version": "2.88.0",
+      "resolved": "https://registry.npmjs.org/@supabase/storage-js/-/storage-js-2.88.0.tgz",
+      "integrity": "sha512-iM1CFKzTX0XIesHA/szcCqZG54BkXoSzqlVRB/O8s2u2GsXi0oUTko0ruOgDheNcWwOABKt88b0Fs4IVfDq7tg==",
+      "license": "MIT",
+      "dependencies": {
+        "iceberg-js": "^0.8.1",
+        "tslib": "2.8.1"
+      },
+      "engines": {
+        "node": ">=20.0.0"
+      }
+    },
+    "node_modules/@supabase/supabase-js": {
+      "version": "2.88.0",
+      "resolved": "https://registry.npmjs.org/@supabase/supabase-js/-/supabase-js-2.88.0.tgz",
+      "integrity": "sha512-XcvV+0x3ybSG1WBoRH0U0cizT1pyzkXD4lLiPaMLpj+A0jahvcrcrijBT+IQpLXOa2hbNLuHkS7yqJW67r4+nQ==",
+      "license": "MIT",
+      "dependencies": {
+        "@supabase/auth-js": "2.88.0",
+        "@supabase/functions-js": "2.88.0",
+        "@supabase/postgrest-js": "2.88.0",
+        "@supabase/realtime-js": "2.88.0",
+        "@supabase/storage-js": "2.88.0"
+      },
+      "engines": {
+        "node": ">=20.0.0"
+      }
+    },
     "node_modules/@types/minimist": {
       "version": "1.2.5",
       "resolved": "https://registry.npmjs.org/@types/minimist/-/minimist-1.2.5.tgz",
       "integrity": "sha512-hov8bUuiLiyFPGyFPE1lwWhmzYbirOXQNNo40+y3zow8aFVTeyn3VWL0VFFfdNddA8S4Vf0Tc062rzyNr7Paag==",
       "dev": true
     },
+    "node_modules/@types/node": {
+      "version": "25.0.3",
+      "resolved": "https://registry.npmjs.org/@types/node/-/node-25.0.3.tgz",
+      "integrity": "sha512-W609buLVRVmeW693xKfzHeIV6nJGGz98uCPfeXI1ELMLXVeKYZ9m15fAMSaUPBHYLGFsVRcMmSCksQOrZV9BYA==",
+      "license": "MIT",
+      "dependencies": {
+        "undici-types": "~7.16.0"
+      }
+    },
     "node_modules/@types/normalize-package-data": {
       "version": "2.4.4",
       "resolved": "https://registry.npmjs.org/@types/normalize-package-data/-/normalize-package-data-2.4.4.tgz",
       "integrity": "sha512-37i+OaWTh9qeK4LSHPsyRC7NahnGotNuZvjLSgcPzblpHB3rrCJxAOgI5gCdKm7coonsaX1Of0ILiTcnZjbfxA==",
       "dev": true
     },
+    "node_modules/@types/phoenix": {
+      "version": "1.6.7",
+      "resolved": "https://registry.npmjs.org/@types/phoenix/-/phoenix-1.6.7.tgz",
+      "integrity": "sha512-oN9ive//QSBkf19rfDv45M7eZPi0eEXylht2OLEXicu5b4KoQ1OzXIw+xDSGWxSxe1JmepRR/ZH283vsu518/Q==",
+      "license": "MIT"
+    },
+    "node_modules/@types/ws": {
+      "version": "8.18.1",
+      "resolved": "https://registry.npmjs.org/@types/ws/-/ws-8.18.1.tgz",
+      "integrity": "sha512-ThVF6DCVhA8kUGy+aazFQ4kXQ7E1Ty7A3ypFOe0IcJV8O/M511G99AW24irKrW56Wt44yG9+ij8FaqoBGkuBXg==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/node": "*"
+      }
+    },
     "node_modules/@ungap/structured-clone": {
       "version": "1.2.0",
       "resolved": "https://registry.npmjs.org/@ungap/structured-clone/-/structured-clone-1.2.0.tgz",
@@ -372,10 +480,11 @@
       "dev": true
     },
     "node_modules/brace-expansion": {
-      "version": "1.1.11",
-      "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.11.tgz",
-      "integrity": "sha512-iCuPHDFgrHX7H2vEI/5xpz07zSHB00TpugqhmYtVmMO6518mCuRMoOYFldEBl0g187ufozdaHgWKcYFb61qGiA==",
+      "version": "1.1.12",
+      "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.12.tgz",
+      "integrity": "sha512-9T9UjW3r0UW5c1Q7GTwllptXwhvYmEzFhzMfZ9H7FQWt+uZePjZPjBP/W1ZEyZ1twGWom5/56TF4lPcqjnDHcg==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "balanced-match": "^1.0.0",
         "concat-map": "0.0.1"
@@ -517,10 +626,11 @@
       }
     },
     "node_modules/cross-spawn": {
-      "version": "7.0.3",
-      "resolved": "https://registry.npmjs.org/cross-spawn/-/cross-spawn-7.0.3.tgz",
-      "integrity": "sha512-iRDPJKUPVEND7dHPO8rkbOnPpyDygcDFtWjpeWNCgy8WP2rXcxXL8TskReQl6OrB2G7+UJrags1q15Fudc7G6w==",
+      "version": "7.0.6",
+      "resolved": "https://registry.npmjs.org/cross-spawn/-/cross-spawn-7.0.6.tgz",
+      "integrity": "sha512-uV2QOWP2nWzsy2aMp8aRibhi9dlzF5Hgh5SHaB9OiTGEyDTiJJyx0uy51QXdyWbtAHNua4XJzUKca3OzKUd3vA==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "path-key": "^3.1.0",
         "shebang-command": "^2.0.0",
@@ -657,6 +767,18 @@
         "node": ">=6.0.0"
       }
     },
+    "node_modules/dotenv": {
+      "version": "17.2.3",
+      "resolved": "https://registry.npmjs.org/dotenv/-/dotenv-17.2.3.tgz",
+      "integrity": "sha512-JVUnt+DUIzu87TABbhPmNfVdBDt18BLOWjMUFJMSi/Qqg7NTYtabbvSNJGOJ7afbRuv9D/lngizHtP7QyLQ+9w==",
+      "license": "BSD-2-Clause",
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://dotenvx.com"
+      }
+    },
     "node_modules/emoji-regex": {
       "version": "8.0.0",
       "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
@@ -1156,6 +1278,15 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/iceberg-js": {
+      "version": "0.8.1",
+      "resolved": "https://registry.npmjs.org/iceberg-js/-/iceberg-js-0.8.1.tgz",
+      "integrity": "sha512-1dhVQZXhcHje7798IVM+xoo/1ZdVfzOMIc8/rgVSijRK38EDqOJoGula9N/8ZI5RD8QTxNQtK/Gozpr+qUqRRA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=20.0.0"
+      }
+    },
     "node_modules/ignore": {
       "version": "5.3.2",
       "resolved": "https://registry.npmjs.org/ignore/-/ignore-5.3.2.tgz",
@@ -1334,10 +1465,11 @@
       "dev": true
     },
     "node_modules/js-yaml": {
-      "version": "4.1.0",
-      "resolved": "https://registry.npmjs.org/js-yaml/-/js-yaml-4.1.0.tgz",
-      "integrity": "sha512-wpxZs9NoxZaJESJGIZTyDEaYpl0FKSA+FB9aJiyemKhMwkxQg63h4T1KJgUGHpTqPDNRcmmYLugrRjJlBtWvRA==",
+      "version": "4.1.1",
+      "resolved": "https://registry.npmjs.org/js-yaml/-/js-yaml-4.1.1.tgz",
+      "integrity": "sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "argparse": "^2.0.1"
       },
@@ -1581,9 +1713,9 @@
       "dev": true
     },
     "node_modules/nanoid": {
-      "version": "3.3.7",
-      "resolved": "https://registry.npmjs.org/nanoid/-/nanoid-3.3.7.tgz",
-      "integrity": "sha512-eSRppjcPIatRIMC1U6UngP8XFcz8MQWGQdt1MTBQ7NaAmvXDfvNxbvWV3x2y6CdEUciCSsDHDQZbhYaB8QEo2g==",
+      "version": "3.3.11",
+      "resolved": "https://registry.npmjs.org/nanoid/-/nanoid-3.3.11.tgz",
+      "integrity": "sha512-N8SpfPUnUp1bK+PMYW8qSWdl9U+wwNWI4QKxOYDy9JAro3WMX7p2OeVRF9v+347pnakNevPmiHhNmZ2HbFA76w==",
       "dev": true,
       "funding": [
         {
@@ -1591,6 +1723,7 @@
           "url": "https://github.com/sponsors/ai"
         }
       ],
+      "license": "MIT",
       "bin": {
         "nanoid": "bin/nanoid.cjs"
       },
@@ -2414,6 +2547,12 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/tslib": {
+      "version": "2.8.1",
+      "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
+      "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
+      "license": "0BSD"
+    },
     "node_modules/type-check": {
       "version": "0.4.0",
       "resolved": "https://registry.npmjs.org/type-check/-/type-check-0.4.0.tgz",
@@ -2438,6 +2577,12 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/undici-types": {
+      "version": "7.16.0",
+      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-7.16.0.tgz",
+      "integrity": "sha512-Zz+aZWSj8LE6zoxD+xrjh4VfkIG8Ya6LvYkZqtUQGJPZjYl53ypCaUwWqo7eI0x66KBGeRo+mlBEkMSeSZ38Nw==",
+      "license": "MIT"
+    },
     "node_modules/uri-js": {
       "version": "4.4.1",
       "resolved": "https://registry.npmjs.org/uri-js/-/uri-js-4.4.1.tgz",
@@ -2506,6 +2651,27 @@
         "node": "^14.17.0 || ^16.13.0 || >=18.0.0"
       }
     },
+    "node_modules/ws": {
+      "version": "8.18.3",
+      "resolved": "https://registry.npmjs.org/ws/-/ws-8.18.3.tgz",
+      "integrity": "sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=10.0.0"
+      },
+      "peerDependencies": {
+        "bufferutil": "^4.0.1",
+        "utf-8-validate": ">=5.0.2"
+      },
+      "peerDependenciesMeta": {
+        "bufferutil": {
+          "optional": true
+        },
+        "utf-8-validate": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/yallist": {
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz",
@@ -2666,18 +2832,95 @@
         "fastq": "^1.6.0"
       }
     },
+    "@supabase/auth-js": {
+      "version": "2.88.0",
+      "resolved": "https://registry.npmjs.org/@supabase/auth-js/-/auth-js-2.88.0.tgz",
+      "integrity": "sha512-r/tlKD1Sv5w5AGmxVdBK17KwVkGOHMjihqw+HeW7Qsyes5ajLeyjL0M7jXZom1+NW4yINacKqOR9gqGmWzW9eA==",
+      "requires": {
+        "tslib": "2.8.1"
+      }
+    },
+    "@supabase/functions-js": {
+      "version": "2.88.0",
+      "resolved": "https://registry.npmjs.org/@supabase/functions-js/-/functions-js-2.88.0.tgz",
+      "integrity": "sha512-p934lg2x9m0bVBXKl2EAwbyIVif21FD1VGtLNGU4iuPOyB6b0bzyRAFnK95pLj48CMJk0DU+q35TDOGcFAyxwQ==",
+      "requires": {
+        "tslib": "2.8.1"
+      }
+    },
+    "@supabase/postgrest-js": {
+      "version": "2.88.0",
+      "resolved": "https://registry.npmjs.org/@supabase/postgrest-js/-/postgrest-js-2.88.0.tgz",
+      "integrity": "sha512-8DMGXWQUGM/4e8vtW95dLlNtETTVAyCAr7NyLFACDgVaaPUsDqZvS45LjBNd18fu3n6q/zZwCk4XL2yYWBHTVA==",
+      "requires": {
+        "tslib": "2.8.1"
+      }
+    },
+    "@supabase/realtime-js": {
+      "version": "2.88.0",
+      "resolved": "https://registry.npmjs.org/@supabase/realtime-js/-/realtime-js-2.88.0.tgz",
+      "integrity": "sha512-4yMVLLq6I2KSzINlBK22vGJJYzJo9FAbfKZl7ZuarvzAClq48skgLWF7dlBCC3B/9wQckKhCfPfvyT0JVz3SXg==",
+      "requires": {
+        "@types/phoenix": "^1.6.6",
+        "@types/ws": "^8.18.1",
+        "tslib": "2.8.1",
+        "ws": "^8.18.2"
+      }
+    },
+    "@supabase/storage-js": {
+      "version": "2.88.0",
+      "resolved": "https://registry.npmjs.org/@supabase/storage-js/-/storage-js-2.88.0.tgz",
+      "integrity": "sha512-iM1CFKzTX0XIesHA/szcCqZG54BkXoSzqlVRB/O8s2u2GsXi0oUTko0ruOgDheNcWwOABKt88b0Fs4IVfDq7tg==",
+      "requires": {
+        "iceberg-js": "^0.8.1",
+        "tslib": "2.8.1"
+      }
+    },
+    "@supabase/supabase-js": {
+      "version": "2.88.0",
+      "resolved": "https://registry.npmjs.org/@supabase/supabase-js/-/supabase-js-2.88.0.tgz",
+      "integrity": "sha512-XcvV+0x3ybSG1WBoRH0U0cizT1pyzkXD4lLiPaMLpj+A0jahvcrcrijBT+IQpLXOa2hbNLuHkS7yqJW67r4+nQ==",
+      "requires": {
+        "@supabase/auth-js": "2.88.0",
+        "@supabase/functions-js": "2.88.0",
+        "@supabase/postgrest-js": "2.88.0",
+        "@supabase/realtime-js": "2.88.0",
+        "@supabase/storage-js": "2.88.0"
+      }
+    },
     "@types/minimist": {
       "version": "1.2.5",
       "resolved": "https://registry.npmjs.org/@types/minimist/-/minimist-1.2.5.tgz",
       "integrity": "sha512-hov8bUuiLiyFPGyFPE1lwWhmzYbirOXQNNo40+y3zow8aFVTeyn3VWL0VFFfdNddA8S4Vf0Tc062rzyNr7Paag==",
       "dev": true
     },
+    "@types/node": {
+      "version": "25.0.3",
+      "resolved": "https://registry.npmjs.org/@types/node/-/node-25.0.3.tgz",
+      "integrity": "sha512-W609buLVRVmeW693xKfzHeIV6nJGGz98uCPfeXI1ELMLXVeKYZ9m15fAMSaUPBHYLGFsVRcMmSCksQOrZV9BYA==",
+      "requires": {
+        "undici-types": "~7.16.0"
+      }
+    },
     "@types/normalize-package-data": {
       "version": "2.4.4",
       "resolved": "https://registry.npmjs.org/@types/normalize-package-data/-/normalize-package-data-2.4.4.tgz",
       "integrity": "sha512-37i+OaWTh9qeK4LSHPsyRC7NahnGotNuZvjLSgcPzblpHB3rrCJxAOgI5gCdKm7coonsaX1Of0ILiTcnZjbfxA==",
       "dev": true
     },
+    "@types/phoenix": {
+      "version": "1.6.7",
+      "resolved": "https://registry.npmjs.org/@types/phoenix/-/phoenix-1.6.7.tgz",
+      "integrity": "sha512-oN9ive//QSBkf19rfDv45M7eZPi0eEXylht2OLEXicu5b4KoQ1OzXIw+xDSGWxSxe1JmepRR/ZH283vsu518/Q=="
+    },
+    "@types/ws": {
+      "version": "8.18.1",
+      "resolved": "https://registry.npmjs.org/@types/ws/-/ws-8.18.1.tgz",
+      "integrity": "sha512-ThVF6DCVhA8kUGy+aazFQ4kXQ7E1Ty7A3ypFOe0IcJV8O/M511G99AW24irKrW56Wt44yG9+ij8FaqoBGkuBXg==",
+      "requires": {
+        "@types/node": "*"
+      }
+    },
     "@ungap/structured-clone": {
       "version": "1.2.0",
       "resolved": "https://registry.npmjs.org/@ungap/structured-clone/-/structured-clone-1.2.0.tgz",
@@ -2755,9 +2998,9 @@
       "dev": true
     },
     "brace-expansion": {
-      "version": "1.1.11",
-      "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.11.tgz",
-      "integrity": "sha512-iCuPHDFgrHX7H2vEI/5xpz07zSHB00TpugqhmYtVmMO6518mCuRMoOYFldEBl0g187ufozdaHgWKcYFb61qGiA==",
+      "version": "1.1.12",
+      "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.12.tgz",
+      "integrity": "sha512-9T9UjW3r0UW5c1Q7GTwllptXwhvYmEzFhzMfZ9H7FQWt+uZePjZPjBP/W1ZEyZ1twGWom5/56TF4lPcqjnDHcg==",
       "dev": true,
       "requires": {
         "balanced-match": "^1.0.0",
@@ -2855,9 +3098,9 @@
       }
     },
     "cross-spawn": {
-      "version": "7.0.3",
-      "resolved": "https://registry.npmjs.org/cross-spawn/-/cross-spawn-7.0.3.tgz",
-      "integrity": "sha512-iRDPJKUPVEND7dHPO8rkbOnPpyDygcDFtWjpeWNCgy8WP2rXcxXL8TskReQl6OrB2G7+UJrags1q15Fudc7G6w==",
+      "version": "7.0.6",
+      "resolved": "https://registry.npmjs.org/cross-spawn/-/cross-spawn-7.0.6.tgz",
+      "integrity": "sha512-uV2QOWP2nWzsy2aMp8aRibhi9dlzF5Hgh5SHaB9OiTGEyDTiJJyx0uy51QXdyWbtAHNua4XJzUKca3OzKUd3vA==",
       "dev": true,
       "requires": {
         "path-key": "^3.1.0",
@@ -2950,6 +3193,11 @@
         "esutils": "^2.0.2"
       }
     },
+    "dotenv": {
+      "version": "17.2.3",
+      "resolved": "https://registry.npmjs.org/dotenv/-/dotenv-17.2.3.tgz",
+      "integrity": "sha512-JVUnt+DUIzu87TABbhPmNfVdBDt18BLOWjMUFJMSi/Qqg7NTYtabbvSNJGOJ7afbRuv9D/lngizHtP7QyLQ+9w=="
+    },
     "emoji-regex": {
       "version": "8.0.0",
       "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
@@ -3326,6 +3574,11 @@
       "integrity": "sha512-ztqyC3kLto0e9WbNp0aeP+M3kTt+nbaIveGmUxAtZa+8iFgKLUOD4YKM5j+f3QD89bra7UeumolZHKuOXnTmeQ==",
       "dev": true
     },
+    "iceberg-js": {
+      "version": "0.8.1",
+      "resolved": "https://registry.npmjs.org/iceberg-js/-/iceberg-js-0.8.1.tgz",
+      "integrity": "sha512-1dhVQZXhcHje7798IVM+xoo/1ZdVfzOMIc8/rgVSijRK38EDqOJoGula9N/8ZI5RD8QTxNQtK/Gozpr+qUqRRA=="
+    },
     "ignore": {
       "version": "5.3.2",
       "resolved": "https://registry.npmjs.org/ignore/-/ignore-5.3.2.tgz",
@@ -3455,9 +3708,9 @@
       "dev": true
     },
     "js-yaml": {
-      "version": "4.1.0",
-      "resolved": "https://registry.npmjs.org/js-yaml/-/js-yaml-4.1.0.tgz",
-      "integrity": "sha512-wpxZs9NoxZaJESJGIZTyDEaYpl0FKSA+FB9aJiyemKhMwkxQg63h4T1KJgUGHpTqPDNRcmmYLugrRjJlBtWvRA==",
+      "version": "4.1.1",
+      "resolved": "https://registry.npmjs.org/js-yaml/-/js-yaml-4.1.1.tgz",
+      "integrity": "sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA==",
       "dev": true,
       "requires": {
         "argparse": "^2.0.1"
@@ -3649,9 +3902,9 @@
       "dev": true
     },
     "nanoid": {
-      "version": "3.3.7",
-      "resolved": "https://registry.npmjs.org/nanoid/-/nanoid-3.3.7.tgz",
-      "integrity": "sha512-eSRppjcPIatRIMC1U6UngP8XFcz8MQWGQdt1MTBQ7NaAmvXDfvNxbvWV3x2y6CdEUciCSsDHDQZbhYaB8QEo2g==",
+      "version": "3.3.11",
+      "resolved": "https://registry.npmjs.org/nanoid/-/nanoid-3.3.11.tgz",
+      "integrity": "sha512-N8SpfPUnUp1bK+PMYW8qSWdl9U+wwNWI4QKxOYDy9JAro3WMX7p2OeVRF9v+347pnakNevPmiHhNmZ2HbFA76w==",
       "dev": true
     },
     "natural-compare": {
@@ -4214,6 +4467,11 @@
       "integrity": "sha512-jRKj0n0jXWo6kh62nA5TEh3+4igKDXLvzBJcPpiizP7oOolUrYIxmVBG9TOtHYFHoddUk6YvAkGeGoSVTXfQXQ==",
       "dev": true
     },
+    "tslib": {
+      "version": "2.8.1",
+      "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
+      "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="
+    },
     "type-check": {
       "version": "0.4.0",
       "resolved": "https://registry.npmjs.org/type-check/-/type-check-0.4.0.tgz",
@@ -4229,6 +4487,11 @@
       "integrity": "sha512-Ne+eE4r0/iWnpAxD852z3A+N0Bt5RN//NjJwRd2VFHEmrywxf5vsZlh4R6lixl6B+wz/8d+maTSAkN1FIkI3LQ==",
       "dev": true
     },
+    "undici-types": {
+      "version": "7.16.0",
+      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-7.16.0.tgz",
+      "integrity": "sha512-Zz+aZWSj8LE6zoxD+xrjh4VfkIG8Ya6LvYkZqtUQGJPZjYl53ypCaUwWqo7eI0x66KBGeRo+mlBEkMSeSZ38Nw=="
+    },
     "uri-js": {
       "version": "4.4.1",
       "resolved": "https://registry.npmjs.org/uri-js/-/uri-js-4.4.1.tgz",
@@ -4285,6 +4548,12 @@
         "signal-exit": "^4.0.1"
       }
     },
+    "ws": {
+      "version": "8.18.3",
+      "resolved": "https://registry.npmjs.org/ws/-/ws-8.18.3.tgz",
+      "integrity": "sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==",
+      "requires": {}
+    },
     "yallist": {
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz",
diff --git a/package.json b/package.json
index 97cf3cd..8226d94 100644
--- a/package.json
+++ b/package.json
@@ -1,7 +1,7 @@
 {
   "name": "engagement-project",
   "version": "1.0.0",
-  "description": "",
+  "description": "Add a readme for your engagement tool here. Include content overview, data citations, and any relevant technical details.",
   "main": "index.js",
   "type": "module",
   "directories": {},
@@ -16,5 +16,18 @@
     "eslint-config-google": "^0.14.0",
     "stylelint": "^15.10.3",
     "stylelint-config-standard": "^34.0.0"
+  },
+  "repository": {
+    "type": "git",
+    "url": "git+https://github.com/luyiiw/engagement-project.git"
+  },
+  "keywords": [],
+  "bugs": {
+    "url": "https://github.com/luyiiw/engagement-project/issues"
+  },
+  "homepage": "https://github.com/luyiiw/engagement-project#readme",
+  "dependencies": {
+    "@supabase/supabase-js": "^2.88.0",
+    "dotenv": "^17.2.3"
   }
 }
diff --git a/scripts/seed_places.mjs b/scripts/seed_places.mjs
new file mode 100644
index 0000000..24cc977
--- /dev/null
+++ b/scripts/seed_places.mjs
@@ -0,0 +1,197 @@
+console.log("seed_places.mjs starting...");
+
+import "dotenv/config";
+import fs from "node:fs";
+import path from "node:path";
+import { createClient } from "@supabase/supabase-js";
+
+// ====== CONFIG ======
+const INPUT_FILE = process.argv[2] || "data/philly_restaurants_overpass.json";
+const TABLE = "places";
+const BATCH_SIZE = 500;
+
+console.log("INPUT_FILE =", INPUT_FILE);
+console.log("TABLE =", TABLE);
+
+// ====== HELPERS ======
+function buildAddress(tags) {
+  const addr = [
+    tags["addr:housenumber"],
+    tags["addr:street"],
+    tags["addr:city"],
+    tags["addr:state"],
+    tags["addr:postcode"],
+  ].filter(Boolean);
+  return addr.length ? addr.join(" ") : null;
+}
+
+// ----- Overpass JSON (elements) -----
+function isValidOverpassElement(el) {
+  const tags = el.tags || {};
+  return (
+    el &&
+    el.type === "node" &&
+    typeof el.lat === "number" &&
+    typeof el.lon === "number" &&
+    typeof tags.name === "string" &&
+    tags.name.trim().length > 0
+  );
+}
+
+function overpassElementToRow(el) {
+  const tags = el.tags || {};
+  const osm_id = `${el.type}/${el.id}`; // e.g., node/333786044
+
+  return {
+    osm_id,
+    name: tags.name ?? null,
+    lat: el.lat ?? null,
+    lng: el.lon ?? null, // OSM uses lon; we store as lng
+    cuisine: tags.cuisine ?? null,
+    address: buildAddress(tags),
+    raw_tags: tags, // jsonb column recommended
+  };
+}
+
+// ----- GeoJSON (FeatureCollection/features) -----
+function isValidGeojsonFeature(f) {
+  const props = f?.properties || {};
+  const tags = props.tags || props; // sometimes tags are nested; sometimes flattened
+  const coords = f?.geometry?.coordinates;
+
+  const hasPoint =
+    f?.geometry?.type === "Point" &&
+    Array.isArray(coords) &&
+    typeof coords[0] === "number" &&
+    typeof coords[1] === "number";
+
+  const hasName = typeof tags.name === "string" && tags.name.trim().length > 0;
+
+  // We need some kind of stable ID for upsert
+  const osmIdCandidate =
+    props.osm_id ||
+    (props.type && props.id ? `${props.type}/${props.id}` : null) ||
+    (props["@id"] ? String(props["@id"]) : null);
+
+  return hasPoint && hasName && !!osmIdCandidate;
+}
+
+function geojsonFeatureToRow(f) {
+  const props = f.properties || {};
+  const tags = props.tags || props;
+  const coords = f.geometry.coordinates;
+
+  const lon = coords[0];
+  const lat = coords[1];
+
+  const osm_id =
+    props.osm_id ||
+    (props.type && props.id ? `${props.type}/${props.id}` : null) ||
+    (props["@id"] ? String(props["@id"]) : null);
+
+  return {
+    osm_id,
+    name: tags.name ?? null,
+    lat,
+    lng: lon,
+    cuisine: tags.cuisine ?? null,
+    address: buildAddress(tags),
+    raw_tags: tags,
+  };
+}
+
+// ====== MAIN ======
+async function main() {
+  const url = process.env.SUPABASE_URL;
+  const serviceKey = process.env.SUPABASE_SERVICE_ROLE_KEY;
+
+  console.log("Has SUPABASE_URL?", !!url);
+  console.log("Has SUPABASE_SERVICE_ROLE_KEY?", !!serviceKey);
+
+  if (!url || !serviceKey) {
+    console.error("Missing SUPABASE_URL or SUPABASE_SERVICE_ROLE_KEY in .env");
+    process.exit(1);
+  }
+
+  const supabase = createClient(url, serviceKey);
+
+  // Load file
+  const raw = fs.readFileSync(path.resolve(INPUT_FILE), "utf-8");
+  const data = JSON.parse(raw);
+
+  console.log("Top-level keys:", Object.keys(data));
+  console.log(
+    "elements?",
+    Array.isArray(data.elements),
+    "features?",
+    Array.isArray(data.features),
+    "type:",
+    data.type
+  );
+
+  // Detect format and build rows
+  let rows = [];
+
+  if (Array.isArray(data.elements)) {
+    console.log("Detected Overpass JSON (elements).");
+    console.log("elements length:", data.elements.length);
+
+    rows = data.elements
+      .filter(isValidOverpassElement)
+      .map(overpassElementToRow)
+      .filter((r) => r.osm_id);
+
+  } else if (data.type === "FeatureCollection" && Array.isArray(data.features)) {
+    console.log("Detected GeoJSON FeatureCollection (features).");
+    console.log("features length:", data.features.length);
+
+    rows = data.features
+      .filter(isValidGeojsonFeature)
+      .map(geojsonFeatureToRow)
+      .filter((r) => r.osm_id);
+
+  } else {
+    console.error(
+      "Unrecognized input format. Expected Overpass JSON (elements) or GeoJSON FeatureCollection (features)."
+    );
+    process.exit(1);
+  }
+
+  console.log("Prepared rows:", rows.length);
+  console.log("Sample row:", rows[0]);
+
+  if (rows.length === 0) {
+    console.log("No rows matched validation rules. Nothing to import.");
+    return;
+  }
+
+  console.log(
+    `About to upsert into "${TABLE}" in batches of ${BATCH_SIZE}. Make sure osm_id is UNIQUE.`
+  );
+
+  // Upsert in batches
+  let upserted = 0;
+  for (let i = 0; i < rows.length; i += BATCH_SIZE) {
+    const batch = rows.slice(i, i + BATCH_SIZE);
+
+    const { error } = await supabase
+      .from(TABLE)
+      .upsert(batch, { onConflict: "osm_id" });
+
+    if (error) {
+      console.error("Upsert error:", error);
+      process.exit(1);
+    }
+
+    upserted += batch.length;
+    console.log(`Upserted ${upserted}/${rows.length}`);
+  }
+
+  console.log("✅ Done seeding places.");
+}
+
+// Run
+main().catch((err) => {
+  console.error("Unhandled error:", err);
+  process.exit(1);
+});