diff --git a/embeddings.json b/embeddings.json
index 37ac9d9..69efa2b 100644
--- a/embeddings.json
+++ b/embeddings.json
@@ -1,2194 +1,48434 @@
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     },
     {
-        "folder": "rte-archive-football",
-        "image": "videos/rte-archive-football/frames/000006175.png",
-        "video": "videos/rte-archive-football/rte-archive-football.mp4",
-        "frame": "000006175",
-        "faces": 1,
-        "vector": [
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-            5.459937256091507e-06,
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-            0.6816580295562744,
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+        "folder": "20230612_webexclusi-rtnewsjong_cl11539483",
+        "image": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/segmented_images/000002325_0.png",
+        "video": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/20230612_webexclusi-rtnewsjong_cl11539483.mp4",
+        "frame": "000002325_0",
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+        "vector": [
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     },
     {
-        "folder": "rte-archive-football",
-        "image": "videos/rte-archive-football/frames/000006200.png",
-        "video": "videos/rte-archive-football/rte-archive-football.mp4",
-        "frame": "000006200",
-        "faces": 1,
-        "vector": [
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+        "folder": "20230612_webexclusi-rtnewsjong_cl11539483",
+        "image": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/segmented_images/000002325_1.png",
+        "video": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/20230612_webexclusi-rtnewsjong_cl11539483.mp4",
+        "frame": "000002325_1",
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     },
     {
-        "folder": "rte-archive-football",
-        "image": "videos/rte-archive-football/frames/000006225.png",
-        "video": "videos/rte-archive-football/rte-archive-football.mp4",
-        "frame": "000006225",
-        "faces": 1,
-        "vector": [
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+        "folder": "20230612_webexclusi-rtnewsjong_cl11539483",
+        "image": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/segmented_images/000002350_0.png",
+        "video": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/20230612_webexclusi-rtnewsjong_cl11539483.mp4",
+        "frame": "000002350_0",
+        "lost": 0,
+        "vector": [
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+            0.0016962126675598424,
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     },
     {
-        "folder": "rte-archive-football",
-        "image": "videos/rte-archive-football/frames/000006250.png",
-        "video": "videos/rte-archive-football/rte-archive-football.mp4",
-        "frame": "000006250",
-        "faces": 2,
-        "vector": [
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+        "folder": "20230612_webexclusi-rtnewsjong_cl11539483",
+        "image": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/segmented_images/000002350_1.png",
+        "video": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/20230612_webexclusi-rtnewsjong_cl11539483.mp4",
+        "frame": "000002350_1",
+        "lost": 0,
+        "vector": [
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+            1.5197067844015385e-09,
+            0.8804911899859422,
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+            0.10708428067471269,
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     },
     {
-        "folder": "rte-archive-football",
-        "image": "videos/rte-archive-football/frames/000006300.png",
-        "video": "videos/rte-archive-football/rte-archive-football.mp4",
-        "frame": "000006300",
-        "faces": 1,
-        "vector": [
-            0.1314839869737625,
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-            0.000644170620944351,
-            0.02847546711564064,
-            0.04886297509074211,
-            0.0014786571264266968,
-            0.7890545725822449
+        "folder": "20230612_webexclusi-rtnewsjong_cl11539483",
+        "image": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/segmented_images/000002375_0.png",
+        "video": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/20230612_webexclusi-rtnewsjong_cl11539483.mp4",
+        "frame": "000002375_0",
+        "lost": 0,
+        "vector": [
+            1.707604133116547e-05,
+            1.0011024009770608e-08,
+            0.04113692417740822,
+            0.8024165034294128,
+            0.00012202189827803522,
+            0.15617398917675018,
+            0.0001334767002845183
         ]
     },
     {
-        "folder": "rte-archive-football",
-        "image": "videos/rte-archive-football/frames/000006400.png",
-        "video": "videos/rte-archive-football/rte-archive-football.mp4",
-        "frame": "000006400",
-        "faces": 1,
-        "vector": [
-            7.748545165494448e-06,
-            2.5746968759543366e-08,
-            0.0014997330456813004,
-            0.9931096430486228,
-            0.0021012654849151065,
-            1.2145451179061901e-05,
-            0.00326946047995749
+        "folder": "20230612_webexclusi-rtnewsjong_cl11539483",
+        "image": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/segmented_images/000002375_1.png",
+        "video": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/20230612_webexclusi-rtnewsjong_cl11539483.mp4",
+        "frame": "000002375_1",
+        "lost": 0,
+        "vector": [
+            0.511543215697195,
+            2.498300673284817e-07,
+            0.003689051812699653,
+            3.1539733876321404e-05,
+            0.02391620637967663,
+            5.523019784880716e-07,
+            0.46081926951638097
         ]
     },
     {
-        "folder": "rte-archive-football",
-        "image": "videos/rte-archive-football/frames/000006425.png",
-        "video": "videos/rte-archive-football/rte-archive-football.mp4",
-        "frame": "000006425",
-        "faces": 2,
-        "vector": [
-            0.022912231448599867,
-            0.0195040364751791,
-            0.5049894600143059,
-            0.4397969775702558,
-            0.01159645864992363,
-            0.0007917761335226424,
-            0.0004090580320178368
+        "folder": "20230612_webexclusi-rtnewsjong_cl11539483",
+        "image": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/segmented_images/000002400_0.png",
+        "video": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/20230612_webexclusi-rtnewsjong_cl11539483.mp4",
+        "frame": "000002400_0",
+        "lost": 0,
+        "vector": [
+            3.3561871169675596e-05,
+            1.3883062314276645e-11,
+            0.0003709061269406376,
+            0.9980595710206543,
+            4.717971552605407e-05,
+            0.0014858766783101345,
+            2.821382058933351e-06
         ]
     },
     {
-        "folder": "rte-archive-football",
-        "image": "videos/rte-archive-football/frames/000006450.png",
-        "video": "videos/rte-archive-football/rte-archive-football.mp4",
-        "frame": "000006450",
-        "faces": 1,
-        "vector": [
-            0.15223381830655444,
-            0.000592702802208233,
-            0.12586187576424335,
-            0.27949465987054467,
-            0.41935419555629466,
-            0.00017497043469744532,
-            0.02228780037389996
-        ]
+        "folder": "20230612_webexclusi-rtnewsjong_cl11539483",
+        "image": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/segmented_images/000002400_1.png",
+        "video": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/20230612_webexclusi-rtnewsjong_cl11539483.mp4",
+        "frame": "000002400_1",
+        "lost": 0,
+        "vector": [
+            0.407762348651886,
+            4.7827710659476e-05,
+            0.15210933983325958,
+            0.0050275204703211784,
+            0.06786878407001495,
+            0.0015745485434308648,
+            0.36560964584350586
+        ]
     },
     {
-        "folder": "rte-archive-football",
-        "image": "videos/rte-archive-football/frames/000006500.png",
-        "video": "videos/rte-archive-football/rte-archive-football.mp4",
-        "frame": "000006500",
-        "faces": 1,
-        "vector": [
-            0.001016633352264762,
-            0.00012582901399582624,
-            0.002865798072889447,
-            0.9907310605049133,
-            0.001246210653334856,
-            0.00013259619299788028,
-            0.003881891956552863
-        ]
+        "folder": "20230612_webexclusi-rtnewsjong_cl11539483",
+        "image": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/segmented_images/000002425_0.png",
+        "video": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/20230612_webexclusi-rtnewsjong_cl11539483.mp4",
+        "frame": "000002425_0",
+        "lost": 0,
+        "vector": [
+            1.1470551273063436e-06,
+            7.765599200919565e-14,
+            4.702223948847812e-05,
+            0.992438971545635,
+            3.671694847187785e-07,
+            0.007511424814100553,
+            1.0951917572806334e-06
+        ]
     },
     {
-        "folder": "rte-archive-football",
-        "image": "videos/rte-archive-football/frames/000006525.png",
-        "video": "videos/rte-archive-football/rte-archive-football.mp4",
-        "frame": "000006525",
-        "faces": 4,
-        "vector": [
-            0.17400649819802763,
-            0.002824658068126393,
-            0.08376476703262563,
-            0.23119283795743598,
-            0.4343003800188106,
-            1.7049933799980045e-05,
-            0.07389376998386345
-        ]
+        "folder": "20230612_webexclusi-rtnewsjong_cl11539483",
+        "image": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/segmented_images/000002425_1.png",
+        "video": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/20230612_webexclusi-rtnewsjong_cl11539483.mp4",
+        "frame": "000002425_1",
+        "lost": 0,
+        "vector": [
+            0.003412551712244749,
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+            0.009068222716450691,
+            0.31875181198120117,
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+            0.012500835582613945,
+            0.6559439897537231
+        ]
     },
     {
-        "folder": "rte-archive-football",
-        "image": "videos/rte-archive-football/frames/000006550.png",
-        "video": "videos/rte-archive-football/rte-archive-football.mp4",
-        "frame": "000006550",
-        "faces": 1,
-        "vector": [
-            2.50616933816548e-06,
-            3.033047045249636e-15,
-            0.00040274179335772015,
-            6.053342343351403e-06,
-            0.9994871615752174,
-            2.8709251942574073e-11,
-            0.00010158087144591989
-        ]
+        "folder": "20230612_webexclusi-rtnewsjong_cl11539483",
+        "image": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/segmented_images/000002450_0.png",
+        "video": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/20230612_webexclusi-rtnewsjong_cl11539483.mp4",
+        "frame": "000002450_0",
+        "lost": 0,
+        "vector": [
+            0.0021300427615642548,
+            5.523158108644566e-08,
+            0.0696151852607727,
+            0.009522875770926476,
+            0.8040776252746582,
+            5.202061220188625e-05,
+            0.11460219323635101
+        ]
     },
     {
-        "folder": "rte-archive-football",
-        "image": "videos/rte-archive-football/frames/000006575.png",
-        "video": "videos/rte-archive-football/rte-archive-football.mp4",
-        "frame": "000006575",
-        "faces": 1,
-        "vector": [
-            0.00036834870115853846,
-            7.258364007611817e-07,
-            6.084246342652477e-05,
-            0.9961387515068054,
-            0.0011321911588311195,
-            6.796379602747038e-05,
-            0.0022312053479254246
-        ]
+        "folder": "20230612_webexclusi-rtnewsjong_cl11539483",
+        "image": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/segmented_images/000002450_1.png",
+        "video": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/20230612_webexclusi-rtnewsjong_cl11539483.mp4",
+        "frame": "000002450_1",
+        "lost": 0,
+        "vector": [
+            0.03616526565940772,
+            4.089994009670452e-08,
+            0.013203552779767083,
+            0.0066760009408593736,
+            0.0019653892384701513,
+            0.0016524118657730142,
+            0.9403373563490723
+        ]
     },
     {
-        "folder": "rte-archive-football",
-        "image": "videos/rte-archive-football/frames/000006625.png",
-        "video": "videos/rte-archive-football/rte-archive-football.mp4",
-        "frame": "000006625",
-        "faces": 1,
-        "vector": [
-            0.013282867940239187,
-            0.0006019788920196231,
-            0.5578263734475597,
-            0.0006420308873895338,
-            0.38943528470011257,
-            0.013806081268553809,
-            0.024405410105312476
-        ]
+        "folder": "20230612_webexclusi-rtnewsjong_cl11539483",
+        "image": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/segmented_images/000002475_0.png",
+        "video": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/20230612_webexclusi-rtnewsjong_cl11539483.mp4",
+        "frame": "000002475_0",
+        "lost": 0,
+        "vector": [
+            0.0036262325345000584,
+            8.069686178751084e-08,
+            0.0005231117206082677,
+            0.9460491006315828,
+            0.005458544754708439,
+            4.284550016941885e-07,
+            0.04434249766558437
+        ]
     },
     {
-        "folder": "rte-archive-football",
-        "image": "videos/rte-archive-football/frames/000006825.png",
-        "video": "videos/rte-archive-football/rte-archive-football.mp4",
-        "frame": "000006825",
-        "faces": 1,
-        "vector": [
-            0.0001548273537141259,
-            4.6022526787724356e-07,
-            4.825001967744667e-05,
-            0.95573592713643,
-            0.0027237235581161314,
-            3.776889461692503e-07,
-            0.041336427171656226
+        "folder": "20230612_webexclusi-rtnewsjong_cl11539483",
+        "image": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/segmented_images/000002500_0.png",
+        "video": "dataset/20230612_webexclusi-rtnewsjong_cl11539483/20230612_webexclusi-rtnewsjong_cl11539483.mp4",
+        "frame": "000002500_0",
+        "lost": 0,
+        "vector": [
+            0.0014834742760285735,
+            1.1987232040322482e-10,
+            1.736516787786968e-05,
+            4.4421984057407826e-05,
+            0.005542841739952564,
+            4.926494767687473e-09,
+            0.9929118752479553
         ]
     }
 ]
\ No newline at end of file
diff --git a/server.js b/server.js
index 937781a..5c900e0 100644
--- a/server.js
+++ b/server.js
@@ -10,17 +10,19 @@ const port = 2000;
 app.use(bodyParser.json());
 
 // Function to load JSON data
-function loadJSON(filePath, callback) {
-    fs.readFile(filePath, 'utf8', (err, data) => {
-        if (err) {
-            return callback(err, null);
-        }
-        try {
-            const jsonData = JSON.parse(data);
-            callback(null, jsonData);
-        } catch (parseError) {
-            callback(parseError, null);
-        }
+function loadJSON(filePath) {
+    return new Promise((resolve, reject) => {
+        fs.readFile(filePath, 'utf8', (err, data) => {
+            if (err) {
+                return reject(err);
+            }
+            try {
+                const jsonData = JSON.parse(data);
+                resolve(jsonData);
+            } catch (parseError) {
+                reject(parseError);
+            }
+        });
     });
 }
 
@@ -30,114 +32,107 @@ function cosineDistanceMatching(vector1, vector2) {
     return Math.sqrt(distance);
 }
 
-let tree, vectors, jsonEmbeddings
+let tree, vectors, jsonEmbeddings, filteredEmbeddings;
 
-buildVPTree()
-loadVPTree()
+async function buildVPTree() {
+    // Load JSON data from embeddings.json
+    const jsonFilePath = path.join(__dirname, 'embeddings.json');
+    try {
+        jsonEmbeddings = await loadJSON(jsonFilePath);
 
-// Load tree endpoint
-app.post('/search/', (req, res) => {
-    const { vector } = req.body;
+        // Filter embeddings
+        filteredEmbeddings = jsonEmbeddings.filter(item => item.lost !== 1);
+        vectors = filteredEmbeddings.map(item => item.vector);
 
-    console.log(vector)
+        tree = vptree.build(vectors, cosineDistanceMatching);
+        const treeString = tree.stringify();
+        const fileName = "sv-tree";
+        const filePath = path.join(__dirname, `${fileName}.txt`);
 
-    if (!Array.isArray(vector) || vector.length !== 7 || !vector.every(num => typeof num === 'number')) {
-        return res.status(400).send({ success: false, message: 'Invalid vector provided. It must be an array of 7 floating-point numbers.' });
+        await fs.promises.writeFile(filePath, treeString, 'utf8');
+        console.log("Tree saved successfully.");
+    } catch (err) {
+        console.error('Error building VP-tree:', err);
     }
+}
 
-    let idx = queryVPTree(vector)
-
-    res.send({folder: jsonEmbeddings[idx].folder, image: jsonEmbeddings[idx].image, video: jsonEmbeddings[idx].video, frame: jsonEmbeddings[idx].frame});
-});
+async function loadVPTree() {
+    try {
+        const treeData = await loadTreeFromDisk("sv-tree");
+        // Rebuild the VP-tree using the saved structure
+        const jsonFilePath = path.join(__dirname, 'embeddings.json');
+        try {
+            jsonEmbeddings = await loadJSON(jsonFilePath);
+            filteredEmbeddings = jsonEmbeddings.filter(item => item.lost !== 1); // Filter again after loading
+            vectors = filteredEmbeddings.map(item => item.vector);
 
-function queryVPTree(value){
-    let nearest = tree.search(value)
-    let index = nearest[0].i
-    return index
+            console.log(vectors.length);
+            tree = vptree.load(vectors, cosineDistanceMatching, treeData);
+            console.log('Tree loaded successfully.');
+        } catch (loadError) {
+            console.error('Error loading the VP-tree:', loadError);
+        }
+    } catch (err) {
+        console.error('Failed to load tree from disk:', err);
+    }
 }
 
-function buildVPTree(){
-    // Load JSON data from embeddings.json
-    const jsonFilePath = path.join(__dirname, 'embeddings.json');
-    loadJSON(jsonFilePath, (err, jsonData) => {
+function loadTreeFromDisk(fileName) {
+    const filePath = path.join(__dirname, `${fileName}.txt`);
+    return new Promise((resolve, reject) => {
+        fs.readFile(filePath, 'utf8', (err, data) => {
             if (err) {
-                console.error('Error loading JSON:', err);
-                return;
+                console.error('Error reading the file:', err);
+                return reject(err);
             }
-        // Extract vectors from the JSON data
-        jsonEmbeddings = jsonData
-        vectors = jsonEmbeddings.map(item => item.vector);
-        tree = vptree.build(vectors, cosineDistanceMatching)
-        const treeString = tree.stringify();
-        const fileName = "tree"
-        const filePath = path.join(__dirname, `${fileName}.txt`);
 
-        fs.writeFile(filePath, treeString, 'utf8', (err) => {
-            if (err) {
-                console.log("Tree did not save to file.")
-                return
+            // Parse the data as a JavaScript object
+            try {
+                const treeData = eval(`(${data})`); // Using eval to convert to object
+                resolve(treeData);
+            } catch (parseError) {
+                console.error('Error parsing the tree data:', parseError);
+                reject(parseError);
             }
-            
-            console.log("Tree saved successfully.")
         });
     });
-    
 }
 
-function saveVPTree(fileName){
-
-    const treeString = tree.stringify();
-
-    const filePath = path.join(__dirname, `${fileName}.txt`);
-
-    fs.writeFile(filePath, treeString, 'utf8', (err) => {
-        if (err) {
-            console.log("Tree did not save to file.")
-            return
-        }
-        
-        console.log("Tree saved successfully.")
-    });
+async function initialize() {
+    await buildVPTree();
+    await loadVPTree();
 }
 
-function loadVPTree(){
-    loadTreeFromDisk("tree", (err, treeData) => {
-        if (err) {
-            console.error('Failed to load tree from disk:', err);
-            return;
-        }
-
-        // Rebuild the VP-tree using the saved structure
-        try {
-            tree = vptree.load(vectors, cosineDistanceMatching, treeData);
-            console.log('Tree loaded successfully.');
+// Initialize the VP-tree building and loading process
+initialize();
 
-        } catch (loadError) {
-            console.error('Error loading the VP-tree:', loadError);
-        }
-    });
-}
+app.post('/search/', (req, res) => {
+    const { vector } = req.body;
 
-function loadTreeFromDisk(fileName, callback){
-    const filePath = path.join(__dirname, `${fileName}.txt`);
+    if (!Array.isArray(vector) || vector.length !== 7 || !vector.every(num => typeof num === 'number')) {
+        return res.status(400).send({ success: false, message: 'Invalid vector provided. It must be an array of 7 floating-point numbers.' });
+    }
 
-    fs.readFile(filePath, 'utf8', (err, data) => {
-        if (err) {
-            console.error('Error reading the file:', err);
-            return callback(err, null);
-        }
+    let idx = queryVPTree(vector);
+    if (idx !== undefined && idx < filteredEmbeddings.length) {
+        res.send({ 
+            folder: filteredEmbeddings[idx].folder, 
+            image: filteredEmbeddings[idx].image, 
+            video: filteredEmbeddings[idx].video, 
+            frame: filteredEmbeddings[idx].frame, 
+            lost: filteredEmbeddings[idx].lost 
+        });
+    } else {
+        res.status(404).send({ success: false, message: 'No matching entry found.' });
+    }
+});
 
-        // Parse the data as a JavaScript object
-        try {
-            const treeData = eval(`(${data})`); // Using eval to convert to object
-            callback(null, treeData);
-        } catch (parseError) {
-            console.error('Error parsing the tree data:', parseError);
-            callback(parseError, null);
-        }
-    });
+function queryVPTree(value) {
+    let nearest = tree.search(value);
+    let index = nearest[0].i;
+    return index;
 }
 
 app.listen(port, () => {
-  console.log(`Server listening at http://localhost:${port}`);
+    console.log(`Server listening at http://localhost:${port}`);
 });
diff --git a/sv-tree.txt b/sv-tree.txt
new file mode 100644
index 0000000..6ea67b6
--- /dev/null
+++ b/sv-tree.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/tree.txt b/tree.txt
deleted file mode 100644
index 91259ba..0000000
--- a/tree.txt
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/vp-tree-new.txt b/vp-tree-new.txt
deleted file mode 100644
index 4b37a4f..0000000
--- a/vp-tree-new.txt
+++ /dev/null
@@ -1 +0,0 @@
-{i:4,m:7,M:9,μ:9,L:{i:6,m:7,M:8,μ:8,L:{i:8},R:{i:9,m:7,M:7,μ:7,R:{i:5}}},R:{i:2,m:8,M:8,μ:8,L:{i:0,m:7,M:7,μ:7,R:{i:3}},R:{i:7,m:7,M:7,μ:7,R:{i:1}}}}
\ No newline at end of file
diff --git a/vp-tree.txt b/vp-tree.txt
deleted file mode 100644
index 8ac1185..0000000
--- a/vp-tree.txt
+++ /dev/null
@@ -1 +0,0 @@
-{i:6,m:6,M:9,μ:8,L:{i:3,m:4,M:9,μ:7,L:{i:8},R:{i:4,m:9,M:9,μ:9,R:{i:0}}},R:{i:7,m:7,M:8,μ:8,L:{i:9,m:6,M:6,μ:6,R:{i:1}},R:{i:2,m:8,M:8,μ:8,R:{i:5}}}}
\ No newline at end of file