diff --git a/index.html b/index.html
index 8e8ce03..dc07717 100644
--- a/index.html
+++ b/index.html
@@ -588,6 +588,20 @@ <h6>Style Preferences</h6>
                                                         id="dimensionalityReduction">🌌 Dim-Reduction</button>
                                                 </div>
                                             </div>
+                                            <div class="col-md-2">
+                                                <div class="form-floating mb-2">
+                                                    <input id="dimReductionIterations" class="form-control w-100" type="number"
+                                                        min="1" value="1000" />
+                                                    <label for="dimReductionIterations"># Iterations</label>
+                                                </div>
+                                            </div>
+                                            <div class="col-md-2">
+                                                <div class="form-floating mb-2">
+                                                    <input id="scatterplotRadius" class="form-control w-100" type="number"
+                                                        min="1" value="16000" />
+                                                    <label for="scatterplotRadius"># Radius</label>
+                                                </div>
+                                            </div>
                                         </div>
                                     </div>
                                 </div>
@@ -643,9 +657,20 @@ <h6>Style Preferences</h6>
                     <ul id="results-list"></ul>
                 </div>
             </div>
-            <div class="row">
-                <div id="plot-container"></div>
+
+            <div class="row justify-content-center">
+                <div class="col-12">
+                    <div>
+                        <hr />
+                        <h4>Dimensionality Reduction (New🔥) </h4>
+                        <p>Run a search as usual or load an index. Then hit "Dim-Reduction" in the advanced settings. More iterations yield better results but take more time to compute. If the points are too small increase the radius. Using a fast wasm implementation of Barnes-Hut tSNE (<a href="https://github.com/Lv-291/wasm-bhtsne" target="_blank">wasm-bhtSNE</a>).</p>
+                    <div id="plot-container">
+                        <canvas id="deckgl"></canvas>
+                    </div>
+                    </div>
+                </div>
             </div>
+
             <div class="row justify-content-center">
                 <div class="col-12">
                     <div>
@@ -810,7 +835,7 @@ <h4>Summary (Retrieval Augmented Generation, RAG)</h4>
             <br>
         </div>
     </div>
-
+    <div id="tooltip" class="tooltip"></div>
 </body>
 
 </html>
\ No newline at end of file
diff --git a/package-lock.json b/package-lock.json
index 2e749cd..3ad1b4d 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -12,7 +12,7 @@
         "@xenova/transformers": "^2.9.0",
         "bootstrap": "^5.3.2",
         "codemirror": "^5.52.2",
-        "d3": "^7.8.5",
+        "deck.gl": "^8.9.34",
         "pako": "^2.1.0",
         "wasm-bhtsne": "^0.3.3"
       },
@@ -29,6 +29,260 @@
         "webpack-dev-server": "^4.15.1"
       }
     },
+    "node_modules/@babel/runtime": {
+      "version": "7.23.9",
+      "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.23.9.tgz",
+      "integrity": "sha512-0CX6F+BI2s9dkUqr08KFrAIZgNFj75rdBU/DjCyYLIaV/quFjkk6T+EJ2LkZHyZTbEV4L5p97mNkUsHl2wLFAw==",
+      "dependencies": {
+        "regenerator-runtime": "^0.14.0"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@deck.gl/aggregation-layers": {
+      "version": "8.9.34",
+      "resolved": "https://registry.npmjs.org/@deck.gl/aggregation-layers/-/aggregation-layers-8.9.34.tgz",
+      "integrity": "sha512-/JEDlj5MNFX8yHWPO5ljooGMdA2EPuZydbT6wrQD1WMydgp8dcEF+zVRLXTDWH1Mq+HLj6JHT1IhENHXN5TZFA==",
+      "dependencies": {
+        "@babel/runtime": "^7.0.0",
+        "@luma.gl/constants": "^8.5.21",
+        "@luma.gl/shadertools": "^8.5.21",
+        "@math.gl/web-mercator": "^3.6.2",
+        "d3-hexbin": "^0.2.1"
+      },
+      "peerDependencies": {
+        "@deck.gl/core": "^8.0.0",
+        "@deck.gl/layers": "^8.0.0",
+        "@luma.gl/core": "^8.0.0"
+      }
+    },
+    "node_modules/@deck.gl/carto": {
+      "version": "8.9.34",
+      "resolved": "https://registry.npmjs.org/@deck.gl/carto/-/carto-8.9.34.tgz",
+      "integrity": "sha512-LJe2Ipd8AKCL1GQiAHRmwa3ubVrlpHVaSAscwGUt5fnFM0J4gTIk5LysTwXBxg5owyCEd4yOgXK3m1PZ+CHu3w==",
+      "dependencies": {
+        "@babel/runtime": "^7.0.0",
+        "@loaders.gl/gis": "^3.4.13",
+        "@loaders.gl/loader-utils": "^3.4.13",
+        "@loaders.gl/mvt": "^3.4.13",
+        "@loaders.gl/tiles": "^3.4.13",
+        "@luma.gl/constants": "^8.5.21",
+        "@math.gl/web-mercator": "^3.6.2",
+        "cartocolor": "^4.0.2",
+        "d3-array": "^3.2.0",
+        "d3-color": "^3.1.0",
+        "d3-format": "^3.1.0",
+        "d3-scale": "^4.0.0",
+        "h3-js": "^3.7.0",
+        "moment-timezone": "^0.5.33",
+        "pbf": "^3.2.1",
+        "quadbin": "^0.1.9"
+      },
+      "peerDependencies": {
+        "@deck.gl/aggregation-layers": "^8.0.0",
+        "@deck.gl/core": "^8.0.0",
+        "@deck.gl/extensions": "^8.0.0",
+        "@deck.gl/geo-layers": "^8.0.0",
+        "@deck.gl/layers": "^8.0.0",
+        "@loaders.gl/core": "^3.4.13"
+      }
+    },
+    "node_modules/@deck.gl/core": {
+      "version": "8.9.34",
+      "resolved": "https://registry.npmjs.org/@deck.gl/core/-/core-8.9.34.tgz",
+      "integrity": "sha512-VDne26NevBBvD9Xq6pIBuBt2ffZhzW1COU3IogqhJLhejECiC3RQhWtDRWQqUZpQYKTU2SlyKZcu+Nj7kaLBWA==",
+      "dependencies": {
+        "@babel/runtime": "^7.0.0",
+        "@loaders.gl/core": "^3.4.13",
+        "@loaders.gl/images": "^3.4.13",
+        "@luma.gl/constants": "^8.5.21",
+        "@luma.gl/core": "^8.5.21",
+        "@luma.gl/webgl": "^8.5.21",
+        "@math.gl/core": "^3.6.2",
+        "@math.gl/sun": "^3.6.2",
+        "@math.gl/web-mercator": "^3.6.2",
+        "@probe.gl/env": "^3.5.0",
+        "@probe.gl/log": "^3.5.0",
+        "@probe.gl/stats": "^3.5.0",
+        "gl-matrix": "^3.0.0",
+        "math.gl": "^3.6.2",
+        "mjolnir.js": "^2.7.0"
+      }
+    },
+    "node_modules/@deck.gl/extensions": {
+      "version": "8.9.34",
+      "resolved": "https://registry.npmjs.org/@deck.gl/extensions/-/extensions-8.9.34.tgz",
+      "integrity": "sha512-at2CSs1TXgOM035LWf+fk03r8yXMnokFBVd0QXlECj1izdBvehvhC7npgpqUJooKg0UMWmqUYkUH3uSrkfyIeA==",
+      "dependencies": {
+        "@babel/runtime": "^7.0.0",
+        "@luma.gl/shadertools": "^8.5.21"
+      },
+      "peerDependencies": {
+        "@deck.gl/core": "^8.0.0",
+        "@luma.gl/constants": "^8.0.0",
+        "@luma.gl/core": "^8.0.0",
+        "@math.gl/core": "^3.6.2",
+        "@math.gl/web-mercator": "^3.6.2",
+        "gl-matrix": "^3.0.0"
+      }
+    },
+    "node_modules/@deck.gl/geo-layers": {
+      "version": "8.9.34",
+      "resolved": "https://registry.npmjs.org/@deck.gl/geo-layers/-/geo-layers-8.9.34.tgz",
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+      "dependencies": {
+        "@babel/runtime": "^7.0.0",
+        "@loaders.gl/3d-tiles": "^3.4.13",
+        "@loaders.gl/gis": "^3.4.13",
+        "@loaders.gl/loader-utils": "^3.4.13",
+        "@loaders.gl/mvt": "^3.4.13",
+        "@loaders.gl/schema": "^3.4.13",
+        "@loaders.gl/terrain": "^3.4.13",
+        "@loaders.gl/tiles": "^3.4.13",
+        "@loaders.gl/wms": "^3.4.13",
+        "@luma.gl/constants": "^8.5.21",
+        "@luma.gl/experimental": "^8.5.21",
+        "@math.gl/core": "^3.6.2",
+        "@math.gl/culling": "^3.6.2",
+        "@math.gl/web-mercator": "^3.6.2",
+        "@types/geojson": "^7946.0.8",
+        "h3-js": "^3.7.0",
+        "long": "^3.2.0"
+      },
+      "peerDependencies": {
+        "@deck.gl/core": "^8.0.0",
+        "@deck.gl/extensions": "^8.0.0",
+        "@deck.gl/layers": "^8.0.0",
+        "@deck.gl/mesh-layers": "^8.0.0",
+        "@loaders.gl/core": "^3.4.13",
+        "@luma.gl/core": "^8.0.0"
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+        "node": ">=0.6"
+      }
+    },
+    "node_modules/@deck.gl/google-maps": {
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+      "resolved": "https://registry.npmjs.org/@deck.gl/google-maps/-/google-maps-8.9.34.tgz",
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+        "@luma.gl/constants": "^8.5.0",
+        "@luma.gl/core": "^8.5.0",
+        "@math.gl/core": "^3.6.0"
+      }
+    },
+    "node_modules/@deck.gl/json": {
+      "version": "8.9.34",
+      "resolved": "https://registry.npmjs.org/@deck.gl/json/-/json-8.9.34.tgz",
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+        "expression-eval": "^2.0.0"
+      },
+      "peerDependencies": {
+        "@deck.gl/core": "^8.0.0"
+      }
+    },
+    "node_modules/@deck.gl/json/node_modules/commander": {
+      "version": "2.20.3",
+      "resolved": "https://registry.npmjs.org/commander/-/commander-2.20.3.tgz",
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+      "resolved": "https://registry.npmjs.org/d3-dsv/-/d3-dsv-1.2.0.tgz",
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+      "dependencies": {
+        "commander": "2",
+        "iconv-lite": "0.4",
+        "rw": "1"
+      },
+      "bin": {
+        "csv2json": "bin/dsv2json",
+        "csv2tsv": "bin/dsv2dsv",
+        "dsv2dsv": "bin/dsv2dsv",
+        "dsv2json": "bin/dsv2json",
+        "json2csv": "bin/json2dsv",
+        "json2dsv": "bin/json2dsv",
+        "json2tsv": "bin/json2dsv",
+        "tsv2csv": "bin/dsv2dsv",
+        "tsv2json": "bin/dsv2json"
+      }
+    },
+    "node_modules/@deck.gl/layers": {
+      "version": "8.9.34",
+      "resolved": "https://registry.npmjs.org/@deck.gl/layers/-/layers-8.9.34.tgz",
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+        "@luma.gl/constants": "^8.5.21",
+        "@mapbox/tiny-sdf": "^2.0.5",
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+        "earcut": "^2.2.4"
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+    "node_modules/@deck.gl/mapbox": {
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+    "node_modules/@deck.gl/mesh-layers": {
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+        "@luma.gl/experimental": "^8.5.21",
+        "@luma.gl/shadertools": "^8.5.21"
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+      "peerDependencies": {
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+        "@luma.gl/core": "^8.0.0"
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+    "node_modules/@deck.gl/react": {
+      "version": "8.9.34",
+      "resolved": "https://registry.npmjs.org/@deck.gl/react/-/react-8.9.34.tgz",
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+      },
+      "peerDependencies": {
+        "@deck.gl/core": "^8.0.0",
+        "@types/react": ">= 16.3",
+        "react": ">=16.3",
+        "react-dom": ">=16.3"
+      }
+    },
     "node_modules/@discoveryjs/json-ext": {
       "version": "0.5.7",
       "resolved": "https://registry.npmjs.org/@discoveryjs/json-ext/-/json-ext-0.5.7.tgz",
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       "dev": true
     },
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+      "version": "3.4.14",
+      "resolved": "https://registry.npmjs.org/@loaders.gl/3d-tiles/-/3d-tiles-3.4.14.tgz",
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+      "dependencies": {
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+        "@loaders.gl/gltf": "3.4.14",
+        "@loaders.gl/loader-utils": "3.4.14",
+        "@loaders.gl/math": "3.4.14",
+        "@loaders.gl/tiles": "3.4.14",
+        "@math.gl/core": "^3.5.1",
+        "@math.gl/geospatial": "^3.5.1",
+        "long": "^5.2.1"
+      },
+      "peerDependencies": {
+        "@loaders.gl/core": "^3.4.0"
+      }
+    },
+    "node_modules/@loaders.gl/3d-tiles/node_modules/long": {
+      "version": "5.2.3",
+      "resolved": "https://registry.npmjs.org/long/-/long-5.2.3.tgz",
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       "resolved": "https://registry.npmjs.org/is-extglob/-/is-extglob-2.1.1.tgz",
@@ -3047,6 +3663,20 @@
         "node": ">= 10.13.0"
       }
     },
+    "node_modules/js-tokens": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/js-tokens/-/js-tokens-4.0.0.tgz",
+      "integrity": "sha512-RdJUflcE3cUzKiMqQgsCu06FPu9UdIJO0beYbPhHN4k6apgJtifcoCtT9bcxOpYBtpD2kCM6Sbzg4CausW/PKQ==",
+      "peer": true
+    },
+    "node_modules/jsep": {
+      "version": "0.3.5",
+      "resolved": "https://registry.npmjs.org/jsep/-/jsep-0.3.5.tgz",
+      "integrity": "sha512-AoRLBDc6JNnKjNcmonituEABS5bcfqDhQAWWXNTFrqu6nVXBpBAGfcoTGZMFlIrh9FjmE1CQyX9CTNwZrXMMDA==",
+      "engines": {
+        "node": ">= 6.0.0"
+      }
+    },
     "node_modules/json-parse-even-better-errors": {
       "version": "2.3.1",
       "resolved": "https://registry.npmjs.org/json-parse-even-better-errors/-/json-parse-even-better-errors-2.3.1.tgz",
@@ -3068,6 +3698,11 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/ktx-parse": {
+      "version": "0.0.4",
+      "resolved": "https://registry.npmjs.org/ktx-parse/-/ktx-parse-0.0.4.tgz",
+      "integrity": "sha512-LY3nrmfXl+wZZdPxgJ3ZmLvG+wkOZZP3/dr4RbQj1Pk3Qwz44esOOSFFVQJcNWpXAtiNIC66WgXufX/SYgYz6A=="
+    },
     "node_modules/launch-editor": {
       "version": "2.6.1",
       "resolved": "https://registry.npmjs.org/launch-editor/-/launch-editor-2.6.1.tgz",
@@ -3078,6 +3713,11 @@
         "shell-quote": "^1.8.1"
       }
     },
+    "node_modules/lerc": {
+      "version": "4.0.4",
+      "resolved": "https://registry.npmjs.org/lerc/-/lerc-4.0.4.tgz",
+      "integrity": "sha512-nHZH+ffiGPkgKUQtiZrljGUGV2GddvPcVTV5E345ZFncbKz+/rBIjDPrSxkiqW0EAtg1Jw7qAgRdaCwV+95Fow=="
+    },
     "node_modules/loader-runner": {
       "version": "4.3.0",
       "resolved": "https://registry.npmjs.org/loader-runner/-/loader-runner-4.3.0.tgz",
@@ -3110,6 +3750,18 @@
       "resolved": "https://registry.npmjs.org/long/-/long-4.0.0.tgz",
       "integrity": "sha512-XsP+KhQif4bjX1kbuSiySJFNAehNxgLb6hPRGJ9QsUr8ajHkuXGdrHmFUTUUXhDwVX2R5bY4JNZEwbUiMhV+MA=="
     },
+    "node_modules/loose-envify": {
+      "version": "1.4.0",
+      "resolved": "https://registry.npmjs.org/loose-envify/-/loose-envify-1.4.0.tgz",
+      "integrity": "sha512-lyuxPGr/Wfhrlem2CL/UcnUc1zcqKAImBDzukY7Y5F/yQiNdko6+fRLevlw1HgMySw7f611UIY408EtxRSoK3Q==",
+      "peer": true,
+      "dependencies": {
+        "js-tokens": "^3.0.0 || ^4.0.0"
+      },
+      "bin": {
+        "loose-envify": "cli.js"
+      }
+    },
     "node_modules/lower-case": {
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/lower-case/-/lower-case-2.0.2.tgz",
@@ -3130,6 +3782,14 @@
         "node": ">=10"
       }
     },
+    "node_modules/math.gl": {
+      "version": "3.6.3",
+      "resolved": "https://registry.npmjs.org/math.gl/-/math.gl-3.6.3.tgz",
+      "integrity": "sha512-Yq9CyECvSDox9+5ETi2+x1bGTY5WvGUGL3rJfC4KPoCZAM51MGfrCm6rIn4yOJUVfMPs2a5RwMD+yGS/n1g3gg==",
+      "dependencies": {
+        "@math.gl/core": "3.6.3"
+      }
+    },
     "node_modules/media-typer": {
       "version": "0.3.0",
       "resolved": "https://registry.npmjs.org/media-typer/-/media-typer-0.3.0.tgz",
@@ -3292,11 +3952,43 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/mjolnir.js": {
+      "version": "2.7.1",
+      "resolved": "https://registry.npmjs.org/mjolnir.js/-/mjolnir.js-2.7.1.tgz",
+      "integrity": "sha512-72BeUWgTv2cj5aZQKpwL8caNUFhXZ9bDm1hxpNj70XJQ62IBnTZmtv/WPxJvtaVNhzNo+D2U8O6ryNI0zImYcw==",
+      "dependencies": {
+        "@types/hammerjs": "^2.0.41",
+        "hammerjs": "^2.0.8"
+      },
+      "engines": {
+        "node": ">= 4",
+        "npm": ">= 3"
+      }
+    },
     "node_modules/mkdirp-classic": {
       "version": "0.5.3",
       "resolved": "https://registry.npmjs.org/mkdirp-classic/-/mkdirp-classic-0.5.3.tgz",
       "integrity": "sha512-gKLcREMhtuZRwRAfqP3RFW+TK4JqApVBtOIftVgjuABpAtpxhPGaDcfvbhNvD0B8iD1oUr/txX35NjcaY6Ns/A=="
     },
+    "node_modules/moment": {
+      "version": "2.30.1",
+      "resolved": "https://registry.npmjs.org/moment/-/moment-2.30.1.tgz",
+      "integrity": "sha512-uEmtNhbDOrWPFS+hdjFCBfy9f2YoyzRpwcl+DqpC6taX21FzsTLQVbMV/W7PzNSX6x/bhC1zA3c2UQ5NzH6how==",
+      "engines": {
+        "node": "*"
+      }
+    },
+    "node_modules/moment-timezone": {
+      "version": "0.5.44",
+      "resolved": "https://registry.npmjs.org/moment-timezone/-/moment-timezone-0.5.44.tgz",
+      "integrity": "sha512-nv3YpzI/8lkQn0U6RkLd+f0W/zy/JnoR5/EyPz/dNkPTBjA2jNLCVxaiQ8QpeLymhSZvX0wCL5s27NQWdOPwAw==",
+      "dependencies": {
+        "moment": "^2.29.4"
+      },
+      "engines": {
+        "node": "*"
+      }
+    },
     "node_modules/ms": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/ms/-/ms-2.0.0.tgz",
@@ -3699,6 +4391,18 @@
         "node": ">=8"
       }
     },
+    "node_modules/pbf": {
+      "version": "3.2.1",
+      "resolved": "https://registry.npmjs.org/pbf/-/pbf-3.2.1.tgz",
+      "integrity": "sha512-ClrV7pNOn7rtmoQVF4TS1vyU0WhYRnP92fzbfF75jAIwpnzdJXf8iTd4CMEqO4yUenH6NDqLiwjqlh6QgZzgLQ==",
+      "dependencies": {
+        "ieee754": "^1.1.12",
+        "resolve-protobuf-schema": "^2.1.0"
+      },
+      "bin": {
+        "pbf": "bin/pbf"
+      }
+    },
     "node_modules/picocolors": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/picocolors/-/picocolors-1.0.0.tgz",
@@ -3932,6 +4636,11 @@
         "pbts": "bin/pbts"
       }
     },
+    "node_modules/protocol-buffers-schema": {
+      "version": "3.6.0",
+      "resolved": "https://registry.npmjs.org/protocol-buffers-schema/-/protocol-buffers-schema-3.6.0.tgz",
+      "integrity": "sha512-TdDRD+/QNdrCGCE7v8340QyuXd4kIWIgapsE2+n/SaGiSSbomYl4TjHlvIoCWRpE7wFt02EpB35VVA2ImcBVqw=="
+    },
     "node_modules/proxy-addr": {
       "version": "2.0.7",
       "resolved": "https://registry.npmjs.org/proxy-addr/-/proxy-addr-2.0.7.tgz",
@@ -3987,6 +4696,17 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/quadbin": {
+      "version": "0.1.9",
+      "resolved": "https://registry.npmjs.org/quadbin/-/quadbin-0.1.9.tgz",
+      "integrity": "sha512-5V6m6+cL/6+uBl3hYL+CWF06rRvlHkIepYKGQjTLYaHhu9InPppql0+0ROiCaOQdz8gPNlgge3glk5Qg1mWOYw==",
+      "dependencies": {
+        "@mapbox/tile-cover": "3.0.1"
+      },
+      "engines": {
+        "node": ">=14"
+      }
+    },
     "node_modules/queue-microtask": {
       "version": "1.2.3",
       "resolved": "https://registry.npmjs.org/queue-microtask/-/queue-microtask-1.2.3.tgz",
@@ -4068,6 +4788,31 @@
         "rc": "cli.js"
       }
     },
+    "node_modules/react": {
+      "version": "18.2.0",
+      "resolved": "https://registry.npmjs.org/react/-/react-18.2.0.tgz",
+      "integrity": "sha512-/3IjMdb2L9QbBdWiW5e3P2/npwMBaU9mHCSCUzNln0ZCYbcfTsGbTJrU/kGemdH2IWmB2ioZ+zkxtmq6g09fGQ==",
+      "peer": true,
+      "dependencies": {
+        "loose-envify": "^1.1.0"
+      },
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/react-dom": {
+      "version": "18.2.0",
+      "resolved": "https://registry.npmjs.org/react-dom/-/react-dom-18.2.0.tgz",
+      "integrity": "sha512-6IMTriUmvsjHUjNtEDudZfuDQUoWXVxKHhlEGSk81n4YFS+r/Kl99wXiwlVXtPBtJenozv2P+hxDsw9eA7Xo6g==",
+      "peer": true,
+      "dependencies": {
+        "loose-envify": "^1.1.0",
+        "scheduler": "^0.23.0"
+      },
+      "peerDependencies": {
+        "react": "^18.2.0"
+      }
+    },
     "node_modules/readable-stream": {
       "version": "3.6.2",
       "resolved": "https://registry.npmjs.org/readable-stream/-/readable-stream-3.6.2.tgz",
@@ -4105,6 +4850,11 @@
         "node": ">= 10.13.0"
       }
     },
+    "node_modules/regenerator-runtime": {
+      "version": "0.14.1",
+      "resolved": "https://registry.npmjs.org/regenerator-runtime/-/regenerator-runtime-0.14.1.tgz",
+      "integrity": "sha512-dYnhHh0nJoMfnkZs6GmmhFknAGRrLznOu5nc9ML+EJxGvrx6H7teuevqVqCuPcPK//3eDrrjQhehXVx9cnkGdw=="
+    },
     "node_modules/relateurl": {
       "version": "0.2.7",
       "resolved": "https://registry.npmjs.org/relateurl/-/relateurl-0.2.7.tgz",
@@ -4180,6 +4930,14 @@
         "node": ">=8"
       }
     },
+    "node_modules/resolve-protobuf-schema": {
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/resolve-protobuf-schema/-/resolve-protobuf-schema-2.1.0.tgz",
+      "integrity": "sha512-kI5ffTiZWmJaS/huM8wZfEMer1eRd7oJQhDuxeCLe3t7N7mX3z94CN0xPxBQxFYQTSNz9T0i+v6inKqSdK8xrQ==",
+      "dependencies": {
+        "protocol-buffers-schema": "^3.3.1"
+      }
+    },
     "node_modules/retry": {
       "version": "0.13.1",
       "resolved": "https://registry.npmjs.org/retry/-/retry-0.13.1.tgz",
@@ -4214,11 +4972,6 @@
         "url": "https://github.com/sponsors/isaacs"
       }
     },
-    "node_modules/robust-predicates": {
-      "version": "3.0.2",
-      "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",
-      "integrity": "sha512-IXgzBWvWQwE6PrDI05OvmXUIruQTcoMDzRsOd5CDvHCVLcLHMTSYvOK5Cm46kWqlV3yAbuSpBZdJ5oP5OUoStg=="
-    },
     "node_modules/run-parallel": {
       "version": "1.2.0",
       "resolved": "https://registry.npmjs.org/run-parallel/-/run-parallel-1.2.0.tgz",
@@ -4277,6 +5030,15 @@
       "integrity": "sha512-0s+oAmw9zLl1V1cS9BtZN7JAd0cW5e0QH4W3LWEK6a4LaLEA2OTpGYWDY+6XasBLtz6wkm3u1xRw95mRuJ59WA==",
       "dev": true
     },
+    "node_modules/scheduler": {
+      "version": "0.23.0",
+      "resolved": "https://registry.npmjs.org/scheduler/-/scheduler-0.23.0.tgz",
+      "integrity": "sha512-CtuThmgHNg7zIZWAXi3AsyIzA3n4xx7aNyjwC2VJldO2LMVDhFK+63xGqq6CsJH4rTAt6/M+N4GhZiDYPx9eUw==",
+      "peer": true,
+      "dependencies": {
+        "loose-envify": "^1.1.0"
+      }
+    },
     "node_modules/schema-utils": {
       "version": "4.2.0",
       "resolved": "https://registry.npmjs.org/schema-utils/-/schema-utils-4.2.0.tgz",
@@ -4713,6 +5475,11 @@
       "integrity": "sha512-sGkPx+VjMtmA6MX27oA4FBFELFCZZ4S4XqeGOXCv68tT+jb3vk/RyaKWP0PTKyWtmLSM0b+adUTEvbs1PEaH2w==",
       "dev": true
     },
+    "node_modules/sprintf-js": {
+      "version": "1.0.3",
+      "resolved": "https://registry.npmjs.org/sprintf-js/-/sprintf-js-1.0.3.tgz",
+      "integrity": "sha512-D9cPgkvLlV3t3IzL0D0YLvGA9Ahk4PcvVwUbN0dSGr1aP0Nrt4AEnTUbuGvquEC0mA64Gqt1fzirlRs5ibXx8g=="
+    },
     "node_modules/statuses": {
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/statuses/-/statuses-2.0.1.tgz",
@@ -4768,6 +5535,11 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/strnum": {
+      "version": "1.0.5",
+      "resolved": "https://registry.npmjs.org/strnum/-/strnum-1.0.5.tgz",
+      "integrity": "sha512-J8bbNyKKXl5qYcR36TIO8W3mVGVHrmmxsd5PAItGkmyzwJvybiw2IVq5nqd0i4LSNSkB/sx9VHllbfFdr9k1JA=="
+    },
     "node_modules/style-loader": {
       "version": "3.3.3",
       "resolved": "https://registry.npmjs.org/style-loader/-/style-loader-3.3.3.tgz",
@@ -4947,12 +5719,30 @@
       "integrity": "sha512-GpVkmM8vF2vQUkj2LvZmD35JxeJOLCwJ9cUkugyk2nuhbv3+mJvpLYYt+0+USMxE+oj+ey/lJEnhZw75x/OMcQ==",
       "dev": true
     },
+    "node_modules/texture-compressor": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/texture-compressor/-/texture-compressor-1.0.2.tgz",
+      "integrity": "sha512-dStVgoaQ11mA5htJ+RzZ51ZxIZqNOgWKAIvtjLrW1AliQQLCmrDqNzQZ8Jh91YealQ95DXt4MEduLzJmbs6lig==",
+      "dependencies": {
+        "argparse": "^1.0.10",
+        "image-size": "^0.7.4"
+      },
+      "bin": {
+        "texture-compressor": "bin/texture-compressor.js"
+      }
+    },
     "node_modules/thunky": {
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/thunky/-/thunky-1.1.0.tgz",
       "integrity": "sha512-eHY7nBftgThBqOyHGVN+l8gF0BucP09fMo0oO/Lb0w1OF80dJv+lDVpXG60WMQvkcxAkNybKsrEIE3ZtKGmPrA==",
       "dev": true
     },
+    "node_modules/tilebelt": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/tilebelt/-/tilebelt-1.0.1.tgz",
+      "integrity": "sha512-cxHzpa5JgsugY9NUVRH43gPaGJw/29LecAn4X7UGOP64+kB8pU4VQ3bIhSyfb5Mk4jDxwl3yk330L/EIhbJ5aw==",
+      "deprecated": "This module is now under the @mapbox namespace: install @mapbox/tilebelt instead"
+    },
     "node_modules/to-regex-range": {
       "version": "5.0.1",
       "resolved": "https://registry.npmjs.org/to-regex-range/-/to-regex-range-5.0.1.tgz",
diff --git a/package.json b/package.json
index 102d10d..8581ab6 100644
--- a/package.json
+++ b/package.json
@@ -14,7 +14,7 @@
     "@xenova/transformers": "^2.9.0",
     "bootstrap": "^5.3.2",
     "codemirror": "^5.52.2",
-    "d3": "^7.8.5",
+    "deck.gl": "^8.9.34",
     "pako": "^2.1.0",
     "wasm-bhtsne": "^0.3.3"
   },
diff --git a/src/css/styles.css b/src/css/styles.css
index 5f55d5e..e21bb91 100644
--- a/src/css/styles.css
+++ b/src/css/styles.css
@@ -205,7 +205,7 @@ td {
   position: relative;
 }
 
-/* Style for the point labels */
+/* Style for the point labels 
 .point-label {
   display: none;
   position: absolute;
@@ -222,7 +222,7 @@ td {
   opacity: 1 !important;
 }
 
-/* Style for the tooltip */
+/* Style for the tooltip 
 .tooltip {
   position: absolute;
   text-align: center;
@@ -238,4 +238,24 @@ td {
   pointer-events: none;
   z-index: 100000000000000000000;
   opacity: 1 !important;
+}*/
+
+#plot-container {
+  max-height: 700px;
+  height: 0;
+}
+
+#deckgl {
+  position: relative !important;
+}
+
+#tooltip {
+  position: absolute;
+  opacity: 1000;
+  font-size: 20px;
+  border-radius: var(--bs-border-radius);
+  background-color: #f5f8ffcf;
+  outline: 2px solid #dfebff;
+  padding: 8px;
+  max-width: 500px;
 }
\ No newline at end of file
diff --git a/src/js/index.js b/src/js/index.js
index fa340c1..1300bd8 100644
--- a/src/js/index.js
+++ b/src/js/index.js
@@ -712,6 +712,10 @@ function generateRandomString() {
 async function tsne() {
     semanticWorker.postMessage({
         type: "tsne",
+        data: {
+            "iterations": document.getElementById("dimReductionIterations").value        
+        }
+
     });
 }
 
diff --git a/src/js/semantic.js b/src/js/semantic.js
index 59caf95..818424e 100644
--- a/src/js/semantic.js
+++ b/src/js/semantic.js
@@ -1,5 +1,5 @@
 import {env} from '@xenova/transformers';
-import {loadD3Plot, removeD3Plot} from './utils.js';
+import {loadScatterplot, removeD3Plot} from './utils.js';
 
 // @ts-ignore
 env.allowLocalModels = false;
@@ -139,8 +139,8 @@ worker.onmessage = function (event) {
             delete tokensResolveMap[message.text];
             break;
         case 'tsne':
-            console.log(message.d3Array)
-            loadD3Plot(message.d3Array);
+            console.log(message.plotDataArray)
+            loadScatterplot(message.plotDataArray);
             
             break
         default:
diff --git a/src/js/utils.js b/src/js/utils.js
index 6e2d7b5..2161abd 100644
--- a/src/js/utils.js
+++ b/src/js/utils.js
@@ -1,5 +1,7 @@
 import { getTokens } from './semantic';
-import * as d3 from "d3";
+import { Deck } from '@deck.gl/core';
+import { ScatterplotLayer, LineLayer } from '@deck.gl/layers';
+//import {ScatterplotLayer} from '@deck.gl/layers';
 /**
  * @param {string} text
  * @param {string} splitType
@@ -276,104 +278,121 @@ closeToastButton.addEventListener("click", () => {
     hideToast();
 });
 
-export async function loadD3Plot(data) {
-    // a very buggy d3 plot, should be replaced with something that works better out of the box with zooming, panning etc. 
-    // maybe bokeh js (but immature), plotly js might work too 
-    // tested deck.gl but there is a weird label positioning bug
-    // three.js might be a good choice for an eventual 2D/3D toggle in the future
-    // other options available?
-
-    removeD3Plot();
-    // Create an SVG container
-    const svg = d3.select("#plot-container")
-        .append("svg")
-        .attr("width", "100%")
-        .attr("height", 600);
-
-    // Create a group for the circles
-    // Create a group for the circles
-    const circleGroup = svg.append("g")
-        //.attr("transform")//, `translate(${svg.attr("width") / 2}, ${svg.attr("height") / 2})`);
-
-
-    // Define a color scale for shades of green
-    const colorScale = d3.scaleSequential(d3.interpolateGreens);
-
-    // Generate random points
-    //const data = generateRandomPoints(1000);
-
-    // Create circles for each point
-    const circles = circleGroup.selectAll("circle")
-        .data(data)
-        .enter()
-        .append("circle")
-        .attr("cx", d => d.x)
-        .attr("cy", d => d.y)
-        //.attr("r", 5) // Adjust the initial radius as needed
-        .attr("fill", d => colorScale(d.color)) // Use the color scale for shades of green
-        .on("mouseover", handleMouseOver)
-        .on("mouseout", handleMouseOut);
-
-    //const dataExtent = calculateExtent(data);
-
-    const zoomBehavior = d3.zoom()
-        //.scaleExtent([1, 10]) // Set the zoom level limits
-        //.translateExtent([[xScale.domain()[0], yScale.domain()[0]], [xScale.domain()[1], yScale.domain()[1]]]) // Set the pan limits
-        .on('zoom', zoomed)
-    
-    svg.call(zoomBehavior);
-
-    // Function to handle mouseover event
-    function handleMouseOver(event, d) {
-        const hoveredCircle = d3.select(this);
-        //hoveredCircle.attr("r", 8); // Adjust the size when hovering
-        hoveredCircle.attr("opacity", 0.6);
-
-        // Show tooltip
-        const tooltip = d3.select("body").append("div")
-            .attr("class", "tooltip")
-            .style("left", event.pageX + 20 + "px")
-            .style("top", event.pageY - 20 + "px");
-
-        tooltip.append("p")
-            .text(`${d.label}`); // ${d.x} ${d.y}` );
-    }
-
-    // Function to handle mouseout event
-    function handleMouseOut() {
-        const hoveredCircle = d3.select(this);
-
-        // Get the radius value of an unhovered point
-        //const unhoveredCircle = d3.selectAll("circle:not(:hover)").node();
-        //const unhoveredRadius = d3.select(unhoveredCircle).attr("r");
+function generateGridData(gridSize = 20) {
+    const gridData = [];
 
-        // Set the radius of the hovered point to the radius of the unhovered point
-        hoveredCircle.attr("opacity", 1);
-
-        // Hide tooltip
-        d3.select(".tooltip").remove();
+    // Create vertical lines
+    for (let i = -gridSize; i <= gridSize; i++) {
+        gridData.push({
+            sourcePosition: [i, -gridSize],
+            targetPosition: [i, gridSize],
+            color: [169, 169, 169],
+        });
     }
 
+    // Create horizontal lines
+    for (let j = -gridSize; j <= gridSize; j++) {
+        gridData.push({
+            sourcePosition: [-gridSize, j],
+            targetPosition: [gridSize, j],
+            color: [169, 169, 169],
+        });
+    }
 
-    // Function to handle zoomed events
-    function zoomed(event) {
-        // Update the radius of the circles based on the current zoom level
-        const newRadius = 5 / event.transform.k; // Adjust the factor as needed
-        circles.attr("r", newRadius);
-
-        // Update the font size of the tooltip text based on the current zoom level
-        const tooltipFontSize = 14 / event.transform.k; // Adjust the factor as needed
-        d3.select(".tooltip").style("font-size", tooltipFontSize + "px");
+    return gridData;
+}
 
-        // Update the position of the circles
-        circleGroup.attr("transform", event.transform);
-    }
+let deckgl;
+export async function loadScatterplot(data) {
+
+    // Find the minimum and maximum similarity values in the data array
+    const minSimilarity = Math.min(...data.map(item => item.similarity));
+    const maxSimilarity = Math.max(...data.map(item => item.similarity));
+
+    data = data.map(item => {
+        // Normalize similarity values to the range [0, 1]
+        const normalizedSimilarity = (item.similarity - minSimilarity) / (maxSimilarity - minSimilarity);
+
+        // Use the normalized similarity value as alpha (opacity)
+        const alpha = Math.min(1, Math.max(0, normalizedSimilarity));
+
+        // Map the alpha value to the entire opacity spectrum
+        const color = [0, 0, 255, alpha * 255]; // RGBA format with alpha value
+
+        return {
+            coordinates: [item.x, item.y],
+            color: color,
+            similarity: item.similarity,
+            label: item.label,
+        };
+    });
+
+    // Calculate the bounding box of the data
+    const bounds = data.reduce(
+        (acc, point) => ({
+            minX: Math.min(acc.minX, point.coordinates[0]),
+            minY: Math.min(acc.minY, point.coordinates[1]),
+            maxX: Math.max(acc.maxX, point.coordinates[0]),
+            maxY: Math.max(acc.maxY, point.coordinates[1]),
+        }),
+        { minX: Infinity, minY: Infinity, maxX: -Infinity, maxY: -Infinity }
+    );
+
+    deckgl = new Deck({
+        canvas: 'deckgl',
+        container: 'plot-container',
+        initialViewState: {
+            latitude: (bounds.minY + bounds.maxY) / 2,
+            longitude: (bounds.minX + bounds.maxX) / 2,
+            zoom: 6
+        },
+        controller: true,
+        pickingRadius: 25,
+        layers: [
+            // Add a new LineLayer for the coordinate system
+            /*new LineLayer({
+                id: 'coordinate-system',
+                data: generateGridData(20),
+                getSourcePosition: d => d.sourcePosition,
+                getTargetPosition: d => d.targetPosition,
+                getColor: d => d.color,
+                getWidth: 1,
+                pickable: false
+            }),
+            */
+            // ScatterplotLayer with all points added right away
+            new ScatterplotLayer({
+                id: 'scatterplot',
+                data: data,
+                getPosition: d => d.coordinates,
+                getRadius: parseInt(document.getElementById("scatterplotRadius").value), // Adjust the radius to fit the new range
+                getFillColor: d => d.color,
+                pickable: true, // Enable picking for on-hover interaction
+                onHover: info => {
+                    const tooltip = document.getElementById('tooltip');
+
+                    if (info.object) {
+                        const canvas = document.getElementById('deckgl');
+                        const rect = canvas.getBoundingClientRect();
+
+                        // Calculate the correct position by subtracting the canvas offset and adding the scroll position
+                        const left = window.scrollX + info.x + rect.left + 30;
+                        const top = window.scrollY + info.y + rect.top + -50;
+
+                        tooltip.innerHTML = `${info.object.label} <br>Similarity: ${info.object.similarity.toFixed(2)}`;
+                        tooltip.style.left = `${left}px`;
+                        tooltip.style.top = `${top}px`;
+                        tooltip.style.display = 'block';
+                    } else {
+                        tooltip.style.display = 'none';
+                    }
+                },
+
+            })
+        ]
+    });
+
+    document.getElementById("plot-container").style.height = "700px";
 }
 
-export function removeD3Plot() {
-    // Select the SVG container and remove it
-    d3.select("#plot-container svg").remove();
 
-    // Remove any tooltips
-    d3.select(".tooltip").remove();
-}
diff --git a/src/js/worker.js b/src/js/worker.js
index 7e59408..96d9ef9 100644
--- a/src/js/worker.js
+++ b/src/js/worker.js
@@ -24,6 +24,8 @@ let chat_tokenizer;
 let summary_generator;
 let summary_tokenizer;
 
+let queryEmbedding
+
 function minimalEightCharHash(str) {
     let hash = 5381;
 
@@ -204,15 +206,30 @@ const updateEmbeddingsDict = (newData) => {
 
 function convertFloat32ArraysToArrays(arrayOfFloat32Arrays) {
     return arrayOfFloat32Arrays.reduce((accumulator, currentFloat32Array) => {
-      // Convert Float32Array to a regular JavaScript array using Array.from
-      const jsArray = Array.from(currentFloat32Array);
-      
-      // Add the converted array to the accumulator
-      accumulator.push(jsArray);
-      
-      return accumulator;
+        // Convert Float32Array to a regular JavaScript array using Array.from
+        const jsArray = Array.from(currentFloat32Array);
+
+        // Add the converted array to the accumulator
+        accumulator.push(jsArray);
+
+        return accumulator;
     }, []);
-  }
+}
+
+function calculateCosineSimilarity(embedding) {
+    let dotProduct = 0;
+    let queryMagnitude = 0;
+    let embeddingMagnitude = 0;
+    const queryEmbeddingLength = queryEmbedding.length;
+
+    for (let i = 0; i < queryEmbeddingLength; i++) {
+        dotProduct += queryEmbedding[i] * embedding[i];
+        queryMagnitude += queryEmbedding[i] ** 2;
+        embeddingMagnitude += embedding[i] ** 2;
+    }
+
+    return dotProduct / (Math.sqrt(queryMagnitude) * Math.sqrt(embeddingMagnitude));
+}
 
 // Expose a function to manually update embeddingsDict
 self.updateEmbeddingsDictManually = updateEmbeddingsDict;
@@ -254,11 +271,11 @@ self.onmessage = async (event) => {
                 }
 
                 const tsne_encoder = new tSNE(valuesArray);
-                compressed_vectors = tsne_encoder.barnes_hut(1000).slice(0,valuesArrayLength);//,theta=0.1);
+                compressed_vectors = tsne_encoder.barnes_hut(message.data.iterations).slice(0, valuesArrayLength);//,theta=0.1);
             }
             else {
                 const tsne_encoder = new tSNE(valuesArray);
-                compressed_vectors = tsne_encoder.barnes_hut(1000);
+                compressed_vectors = tsne_encoder.barnes_hut(message.data.iterations);
 
             }
 
@@ -270,24 +287,25 @@ self.onmessage = async (event) => {
             //embedding = await embed(text);
 
             const originalKeys = Object.keys(embeddingsDict);
+            const originalEmbeddings = Object.values(embeddingsDict)
 
             // Assuming compressed_vectors is now an array of arrays
-            let d3Array = [] ;
+            let plotDataArray = [];
 
             for (let i = 0; i < originalKeys.length; i++) {
                 //reconstructedDict[originalKeys[i]] = compressed_vectors[i];
                 let thisVec = compressed_vectors[i];
-                d3Array.push({"x": thisVec[0] , "y": thisVec[1], "label": originalKeys[i], "color": 1 })
+                plotDataArray.push({ "x": thisVec[0], "y": thisVec[1], "label": originalKeys[i], "similarity": calculateCosineSimilarity(originalEmbeddings[i]) })
             }
 
             // Now reconstructedDict will have the original format
-            //console.log(reconstructedDict);
+            //console.log(plotDataArray);
+
+            //loadScatterplot(plotDataArray);
 
-            //loadD3Plot(d3Array);
-            
             self.postMessage({
                 type: 'tsne',
-                d3Array
+                plotDataArray
             });
             break
 
@@ -366,6 +384,7 @@ self.onmessage = async (event) => {
         case 'query':
             text = message.text;
             embedding = await embed(text);
+            queryEmbedding = embedding
             self.postMessage({
                 type: 'query',
                 embedding