The project uses machine learning to predict stroke risk using Artificial Neural Networks, Decision Trees, and Naive Bayes algorithms. The best-performing model is deployed in a web-based application, with future developments including real-time data integration.

Stroke is a disease that affects the arteries leading to and within the brain. A stroke occurs when a blood vessel that carries oxygen and nutrients to the brain is either blocked by a clot or ruptures. According to the WHO, stroke is the 2nd leading cause of death worldwide. Globally, 3% of the population are affected by subarachnoid hemorrhage, 10% with intracerebral hemorrhage, and the majority of 87% with ischemic stroke. 80% of the time these strokes can be prevented, so putting in place proper education on the signs of stroke is very important. The existing research is limited in predicting risk factors pertained to various types of strokes. Early detection of stroke is a crucial step for efficient treatment and ML can be of great value in this process. To be able to do that, Machine Learning (ML) is an ultimate technology which can help health professionals make clinical decisions and predictions. During the past few decades, several studies were conducted on the improvement of stroke diagnosis using ML in terms of accuracy and speed. The existing research is limited in predicting whether a stroke will occur or not. Machine Learning techniques including Random Forest, KNN , XGBoost , Catboost and Naive Bayes have been used for prediction.Our work also determines the importance of the characteristics available and determined by the dataset.Our contribution can help predict early signs and prevention of this deadly disease

No description available

No description available

This repository contains a Deep Learning model using Convolutional Neural Networks (CNN) for predicting strokes from CT scans. The model aims to assist in early detection and intervention of strokes, potentially saving lives and improving patient outcomes.

/ ==UserScript== // @name Sajan // @namespace https://github.com/TEAMOVERSONI // @version 1.8.4 // @description WheelChair // @author hrt x ttap x MasterP // @match *://krunker.io/* // @run-at document-start // @require https://ajax.googleapis.com/ajax/libs/webfont/1/webfont.js // @require https://krunkr.com/assets/js/canvas.gui.js?ver=0.6 // @grant none // ==/UserScript== WebFont.load({ google: { families: ['Roboto'] } }); (function () { const options = { aimbot: true, silentAim: false, boxEsp: true, boxColor: "rgba(244,100,80,1)", weaponEsp: true, healthEsp: true, nameEsp: true, chams: true, autoReload: true, autoJump: true, orgNameTags: false, aimThroughWalls: false, chamsColorStr: "rgba(255,0,0,1)", chamsRed: 255, chamsBlue: 0, chamsGreen: 0 }; window.options = options; const styles = { fontFamily: "Roboto", gui: { x: 0, y: 0, width: 250 }, itemHeight: 28, setup: { background: "#0B132B", color: "#4c698d", fontSize: "16px", header: { color: "#839cbc", fontSize: "20px", borderBottom: "#3A506B", paddingBottom: 20 }, steps: { background: "white", selected: "#5BC0BE", } }, profiles: { background: "#090F22", borderBottom: "#4c698d" }, folder: { header: { color: "#4c698d", fontSize: "15.4px", background: "#0B132B" } }, item: { color: "#839cbc", fontSize: "13.2px", background: "#1C2541" }, button: { background: "#1C2541", lineTop: "#5BC0BE", color: "#4c698d" }, checkbox: { background: "#242f53", checkedBg: "#5BC0BE", hovered: "rgba(91,192,190,0.3)" }, input: { background: "#242f53", color: "#4c698d", cursor: "#839cbc" }, select: { background: "#242f53", color: "#4c698d", hovered: "#3A506B" }, option: { background: "#242f53", color: "#4c698d", hovered: "#3A506B", hoveredColor: "white", outline: "#0B132B" }, slider: { background: "#242f53", color: "#5BC0BE", slider: "#5BC0BE", hovered: "#3A506B" } } let lastValues = {} var hideHook = function (fn, oFn) { fn.toString = oFn.toString.bind(oFn); } const menu = new MyGUI(false, 0, 0, 250, 250, styles, "wheelchair", 1) menu.remember(window.options) window.menu = menu; const poweredWheelAimbot = menu.addFolder("Aimbot", true) const poweredWheelVisuals = menu.addFolder("Visuals", true) poweredWheelAimbot.add("Aimbot", window.options, "aimbot", "Check") poweredWheelAimbot.add("Silent Aim", window.options, "silentAim", "Check") poweredWheelAimbot.add("Auto Reload", window.options, "autoReload", "Check") poweredWheelAimbot.add("Aim Through Walls", window.options, "aimThroughWalls", "Check") poweredWheelVisuals.add("Game Esp", window.options, "orgNameTags", "Check") .onChange((val) => { if (val) { window.options.nameEsp = false; window.options.boxEsp = false; window.options.weaponEsp = false; window.options.healthEsp = false; } }) poweredWheelVisuals.add("Name Esp", window.options, "nameEsp", "Check") .onChange((val) => { if (val && window.options.orgNameTags) window.options.orgNameTags = !window.options.orgNameTags }) poweredWheelVisuals.add("Box Esp", window.options, "boxEsp", "Check") .onChange((val) => { if (val && window.options.orgNameTags) window.options.orgNameTags = !window.options.orgNameTags }) poweredWheelVisuals.add("Weapon Esp", window.options, "weaponEsp", "Check") .onChange((val) => { if (val && window.options.orgNameTags) window.options.orgNameTags = !window.options.orgNameTags }) poweredWheelVisuals.add("Health Esp", window.options, "healthEsp", "Check") .onChange((val) => { if (val && window.options.orgNameTags) window.options.orgNameTags = !window.options.orgNameTags }) poweredWheelVisuals.add("Chams", window.options, "chams", "Check") poweredWheelVisuals.add("Box Color", window.options, "boxColor", "Color") poweredWheelVisuals.add("Chams Color", window.options, "chamsColorStr", "Color") .onChange((val) => { const { 1: r, 2: g, 3: b } = val.match(/rgba\((\d+),(\d+),(\d+),\d+\)/) window.options.chamsRed = (r - 0) / (255 - 0) window.options.chamsGreen = (g - 0) / (255 - 0) window.options.chamsBlue = (b - 0) / (255 - 0) }) window.hrtCheat = function (me, inputs, world, consts, math) { var controls = world.controls; const SHOOT = 5, SCOPE = 6, xDr = 3, yDr = 2, JUMP = 7, CROUCH = 8; var isEnemy = function (player) { return !me.team || player.team != me.team }; var canHit = function (player) { return null == (window.options.aimThroughWalls ? world.canHit(me, player.x3, player.y3 - player.crouchVal * consts.crouchDst, player.z3) : world.canSee(me, player.x3, player.y3 - player.crouchVal * consts.crouchDst, player.z3)) }; var normaliseYaw = function (yaw) { return (yaw % Math.PI2 + Math.PI2) % Math.PI2; }; var dAngleTo = function (x, y, z) { var ty = normaliseYaw(math.getDirection(controls.object.position.z, controls.object.position.x, z, x)); var tx = math.getXDir(controls.object.position.x, controls.object.position.y, controls.object.position.z, x, y, z); var oy = normaliseYaw(controls.object.rotation.y); var ox = controls.pitchObject.rotation.x; var dYaw = Math.min(Math.abs(ty - oy), Math.abs(ty - oy - Math.PI2), Math.abs(ty - oy + Math.PI2)); var dPitch = tx - ox; return Math.hypot(dYaw, dPitch); }; var calcAngleTo = function (player) { return dAngleTo(e.x3, e.y3 + consts.playerHeight - (consts.headScale + consts.hitBoxPad) / 2 - e.crouchVal * consts.crouchDst, e.z3); }; var calcDistanceTo = function (player) { return math.getDistance3D(player.x3, player.y3, player.z3, me.x, me.y, me.z) }; var isCloseEnough = function (player) { var distance = calcDistanceTo(player); return me.weapon.range >= distance && ("Shotgun" != me.weapon.name || distance < 70) && ("Akimbo Uzi" != me.weapon.name || distance < 100); }; var haveAmmo = function () { return me.ammos[me.weaponIndex]; }; // runs once if (!window.init) { window.init = true; /*************************************/ /* crimpeek / faster bullets removed */ /*************************************/ window.drawVisuals = function (c, scalingFactor, perspective) { if (!window.ctx) { window.ctx = c.getContext("2d") } c = window.ctx; var scaledWidth = c.canvas.width / scalingFactor; var scaledHeight = c.canvas.height / scalingFactor; var worldPosition = perspective.camera.getWorldPosition(); for (var i = 0; i < world.players.list.length; i++) { var player = world.players.list[i]; var e = players[i]; if (e.isYou || !e.active || !e.objInstances || !isEnemy(e)) { continue; } // find min x, max x, min y, max y // optimisation: we can already tell what ymin ymax is var xmin = Infinity; var xmax = -Infinity; var ymin = Infinity; var ymax = -Infinity; var br = false; for (var j = -1; !br && j < 2; j += 2) { for (var k = -1; !br && k < 2; k += 2) { for (var l = 0; !br && l < 2; l++) { var position = e.objInstances.position.clone(); position.x += j * consts.playerScale; position.z += k * consts.playerScale; position.y += l * (consts.playerHeight - e.crouchVal * consts.crouchDst); if (!perspective.frustum.containsPoint(position)) { br = true; break; } position.project(perspective.camera); xmin = Math.min(xmin, position.x); xmax = Math.max(xmax, position.x); ymin = Math.min(ymin, position.y); ymax = Math.max(ymax, position.y); } } } if (br) { continue; } xmin = (xmin + 1) / 2; ymin = (ymin + 1) / 2; xmax = (xmax + 1) / 2; ymax = (ymax + 1) / 2; c.save(); c.scale(scalingFactor, scalingFactor) // perfect box esp var distanceScale = Math.max(.3, 1 - math.getDistance3D(worldPosition.x, worldPosition.y, worldPosition.z, e.x, e.y, e.z) / 600); c.scale(distanceScale, distanceScale); var xScale = scaledWidth / distanceScale; var yScale = scaledHeight / distanceScale; ymin = yScale * (1 - ymin); ymax = yScale * (1 - ymax); xmin = xScale * xmin; xmax = xScale * xmax; if (window.options.boxEsp) { c.lineWidth = 5; c.strokeStyle = window.options.boxColor; c.beginPath(); c.moveTo(xmin, ymin); c.lineTo(xmin, ymax); c.lineTo(xmax, ymax); c.lineTo(xmax, ymin); c.lineTo(xmin, ymin); c.stroke(); } // health bar if (window.options.healthEsp) { c.fillStyle = "rgba(255,50,50,1)"; var barMaxHeight = ymax - ymin; c.fillRect(xmin - 7, ymin, -10, barMaxHeight); c.fillStyle = "#00FFFF"; c.fillRect(xmin - 7, ymin, -10, barMaxHeight * (e.health / e.maxHealth)); } // info var x = xmax + 7; var y = ymax; c.fillStyle = "white"; c.strokeStyle = 'black'; c.lineWidth = 1; if (window.options.nameEsp) { c.font = "60px Roboto"; c.fillText(e.name, x, y); c.strokeText(e.name, x, y); } c.font = "30px Sans-serif"; if (window.options.weaponEsp) { y += 35; c.fillText(e.weapon.name, x, y); c.strokeText(e.weapon.name, x, y); } if (window.options.healthEsp) { y += 35; c.fillText(e.health + ' HP', x, y); c.strokeText(e.health + ' HP', x, y); } c.restore(); // skelly chams // note: this should probably be else where - it affects all players var material = e.legMeshes[0].material; if (window.options.chams) { material.alphaTest = 1; material.depthTest = false; material.fog = false; material.emissive.r = window.options.chamsRed material.emissive.g = window.options.chamsGreen material.emissive.b = window.options.chamsBlue material.wireframe = true; } else if (!window.options.chams) { material.alphaTest = 0; material.depthTest = true; material.fog = true; material.emissive.r = 0; material.emissive.g = 0; material.emissive.b = 0; material.wireframe = false; } } } } // auto reload if (window.options.autoReload) controls.keys[controls.reloadKey] = !haveAmmo(); // auto jump if (window.options.autoJump) inputs[JUMP] = (controls.keys[controls.jumpKey] && !me.didJump) * 1; // target selector - based on closest to aim var closest = null, closestAngle = Infinity; var players = world.players.list; if (!window.options.aimbot) return; for (var i = 0; me.active && i < players.length; i++) { var e = players[i]; if (e.isYou || !e.active || !e.objInstances || !isEnemy(e)) { continue; } // experimental prediction // just use normal xyz values instead for potentially better aim :shrug: var scale = Math.min(1.6, e.dt / (consts.serverSendRate * consts.interpolation)); // this check is so that we don't shoot people that just respawn if (math.getDistance3D(e.x2, e.y2, e.z2, e.x, e.y, e.z) < 100) { e.x3 = e.x + (e.x2 - e.x) * scale; e.y3 = e.y + (e.y2 - e.y) * scale; e.z3 = e.z + (e.z2 - e.z) * scale; } else { e.x3 = e.x; e.y3 = e.y; e.z3 = e.z; } if (!isCloseEnough(e) || !canHit(e)) { continue; } var angle = calcAngleTo(e); if (angle < closestAngle) { closestAngle = angle; closest = e; } } // aimbot // hrt's big brain got a six pack var ty = controls.object.rotation.y, tx = controls.pitchObject.rotation.x; if (closest) { var target = closest; // No idea why public cheats are using target distance in aimbot calc // No idea why it's so difficult for people to not use magic numbers here var y = target.y3 + consts.playerHeight - (consts.headScale /* + consts.hitBoxPad*/ ) / 2 - target.crouchVal * consts.crouchDst; if (me.weapon.nAuto && me.didShoot) { inputs[SHOOT] = 0; } else if (!me.aimVal) { // me.recoilAnimY < 0.1 - if you want to shoot more slower and perhaps more accurately // inputs[CROUCH] = 1; // auto crouch inputs[SHOOT] = 1; inputs[SCOPE] = 1; } else { // inputs[CROUCH] = 1; // auto crouch inputs[SCOPE] = 1; } ty = math.getDirection(controls.object.position.z, controls.object.position.x, target.z3, target.x3); tx = math.getXDir(controls.object.position.x, controls.object.position.y, controls.object.position.z, target.x3, y, target.z3); // perfect recoil control..? tx -= .3 * me.recoilAnimY; } else { inputs[SHOOT] = controls.mouseDownL; inputs[SCOPE] = controls.mouseDownR; // inputs[CROUCH] = controls.keys[controls.crouchKey] * 1; // auto crouch } // silent aim const newY = (ty % Math.PI2).round(3); const newX = (tx % Math.PI2).round(3); inputs[xDr] = newX; inputs[yDr] = newY; if (!window.options.silentAim) { controls.object.rotation.y = newY controls.pitchObject.rotation.x = newX } } // only big iq people read this ttap#4547 // big up my boy hrt and ttap for releasing const handler = { construct(target, args) { if (args.length == 2 && args[1].includes('Seen')) { var script = args[1]; var hook = /(\w+)\['tmpInputs'\]\['push'\]\((\w+)\),/; var tokens = script.match(hook); var inputs = tokens[2]; var world = script.match(/(\w+)\['players'\]\['updateMesh'\]/)[1]; var consts = script.match(/(\w+)\['thirdPX'\],/)[1]; var me = script.match(/\((\w+)\|\|window\['spectating'\]\)/)[1]; var math = script.match(/\['xDr'\]\+(\w+)\['getDirection'\]/)[1]; var ttapParams = [me, inputs, world, consts, math]; // Doesn't make sense to hook aimbot anywhere else - unlike every other public cheat script = script.replace(hook, tokens[0] + '(' + hrtCheat.toString() + ')(' + ttapParams + '),'); //Remove clear rect inside overlay render. script = script.replace(/,\w+\['clearRect'\]\(0x0,0x0,\w+,\w+\)/, ""); //Hook overlay render and force menu to clear frame script = script.replace(/(\w+)\[\'render\'\]\((\w+),\w+,(\w+),\w+,\w+\),/, (a, b, c, d) => `window.menu.draw(${b}.canvas,true),(window.drawVisuals && window.drawVisuals(${b}.canvas,${c},${d})),${a} `); // remove renders script = script.replace(/'none'==menuHolder\['style'\]\['display'\]&&'none'==endUI\['style'\]\['display'\]\)/g, '!window.options.boxEsp && !window.options.weaponEsp && !window.options.healthEsp && !window.options.healthEsp)'); // all weapons trails on script = script.replace(/\w+\['weapon'\]&&\w+\['weapon'\]\['trail'\]/g, "true") // color blind mode script = script.replace(/#9eeb56/g, '#00FFFF'); // no zoom script = script.replace(/,'zoom':.+?(?=,)/g, ",'zoom':1"); // an extremely old canHit / autowall function creator that doesn't alter canSee // dumb asf but if it still works then should I touch it :thinking: var canSee = script.match(/this\['canSee'\]\=function.+?(?=return null;})/)[0] + "return null;}"; var canHit = canSee.replace(/canSee/g, "canHit"); canHit = canHit.replace(/\|\|0x0;/, "||0x0;var pcount=0;"); var player = canHit.match(/function\(([a-zA-Z0-9]*),/)[1]; var object = canHit.match(/([a-zA-Z0-9]*)\=this\['map'\]\['manager'\]\['objects'/)[1]; var statement = canHit.match(/\['transparent'\]\){(.+?(?=}))/)[1]; var ret = statement.match(/return [a-zA-Z0-9]*/)[0]; statement = statement.replace(ret, "{pcount+=1; if(pcount>1&&" + player + ".weapon.pierce>0.8){" + ret + "}}"); var search = canHit.match(/return [a-zA-Z0-9]*;\}/)[0]; canHit = canHit.replace(search, search + 'else if(' + object + '.active&&' + object + '.penetrable){' + statement + '}') search = canHit.match(/\![a-zA-Z0-9]*\['transparent'\]/)[0]; // todo: onhit logic doesn't make sense canHit = canHit.replace(search, "(!" + object + ".penetrable||!" + player + ".weapon.pierce)"); script = script.replace(",this['canSee']", "," + canHit + ",this['canSee']"); args[1] = script; } return new target(...args); } }; const decode = TextDecoder.prototype.decode; TextDecoder.prototype.decode = function () { var script = decode.apply(this, arguments); if (script.length > /*Lemons*/ 80000 && script[0] === '!') { var hook = /(\w+)\['tmpInputs'\]\['push'\]\((\w+)\),/; var tokens = script.match(hook); var inputs = tokens[2]; var world = script.match(/(\w+)\['players'\]\['updateMesh'\]/)[1]; var consts = script.match(/(\w+)\['thirdPX'\],/)[1]; var me = script.match(/\((\w+)\|\|window\['spectating'\]\)/)[1]; var math = script.match(/\['xDr'\]\+(\w+)\['getDirection'\]/)[1]; var ttapParams = [me, inputs, world, consts, math]; // Doesn't make sense to hook aimbot anywhere else - unlike every other public cheat script = script.replace(hook, (a, b) => { return `${a}window.hrtCheat(${ttapParams }),` }); //Remove clear rect inside overlay render. script = script.replace(/,\w+\['clearRect'\]\(0x0,0x0,\w+,\w+\)/, ""); //Hook overlay render and force menu to clear frame script = script.replace(/(\w+)\[\'render\'\]\((\w+),\w+,(\w+),\w+,\w+\),/, (a, b, c, d) => `window.menu.draw(window.ctx,true),(window.drawVisuals && window.drawVisuals(${b}.canvas,${c},${d})),${a} `); // remove renders script = script.replace(/'none'==menuHolder\['style'\]\['display'\]&&'none'==endUI\['style'\]\['display'\]\)/g, '!window.options.boxEsp && !window.options.weaponEsp && !window.options.healthEsp && !window.options.healthEsp)'); // all weapons trails on script = script.replace(/\w+\['weapon'\]&&\w+\['weapon'\]\['trail'\]/g, "true") // color blind mode script = script.replace(/#9eeb56/g, '#00FFFF'); // no zoom script = script.replace(/,'zoom':.+?(?=,)/g, ",'zoom':1"); // an extremely old canHit / autowall function creator that doesn't alter canSee // dumb asf but if it still works then should I touch it :thinking: var canSee = script.match(/this\['canSee'\]\=function.+?(?=return null;})/)[0] + "return null;}"; var canHit = canSee.replace(/canSee/g, "canHit"); canHit = canHit.replace(/\|\|0x0;/, "||0x0;var pcount=0;"); var player = canHit.match(/function\(([a-zA-Z0-9]*),/)[1]; var object = canHit.match(/([a-zA-Z0-9]*)\=this\['map'\]\['manager'\]\['objects'/)[1]; var statement = canHit.match(/\['transparent'\]\){(.+?(?=}))/)[1]; var ret = statement.match(/return [a-zA-Z0-9]*/)[0]; statement = statement.replace(ret, "{pcount+=1; if(pcount>1&&" + player + ".weapon.pierce>0.8){" + ret + "}}"); var search = canHit.match(/return [a-zA-Z0-9]*;\}/)[0]; canHit = canHit.replace(search, search + 'else if(' + object + '.active&&' + object + '.penetrable){' + statement + '}') search = canHit.match(/\![a-zA-Z0-9]*\['transparent'\]/)[0]; // todo: onhit logic doesn't make sense canHit = canHit.replace(search, "(!" + object + ".penetrable||!" + player + ".weapon.pierce)"); script = script.replace(",this['canSee']", "," + canHit + ",this['canSee']"); TextDecoder.prototype.decode = decode; } return script; } })()

No description available

This is our Final Year Project and Paper.

No description available

A Machine Learning System that work on prediction of Brain Stroke to take Immediate or Preventive action based on it !

BrainGuard AI — 7-model brain MRI analysis system for stroke prediction, tumor detection & neurological assessment. Built with PyTorch & Google Gemma. MedGemma Impact Challenge 2026.

// ==UserScript== // @name Krunker Powered WheelChair // @namespace https://github.com/hrt // @version 1.8.7 // @description WheelChair // @author hrt x ttap x MasterP // @match *://krunker.io/* // @run-at document-start // @require https://ajax.googleapis.com/ajax/libs/webfont/1/webfont.js // @require https://krunkr.com/assets/js/canvas.gui.js?ver=0.7 // @grant none // ==/UserScript== WebFont.load({ google: { families: ['Roboto'] } }); (function () { const options = { aimbot: true, silentAim: true, boxEsp: true, boxColor: "rgba(244,100,80,1)", weaponEsp: true, healthEsp: true, nameEsp: true, chams: true, autoReload: true, autoJump: true, orgNameTags: false, aimThroughWalls: false, chamsColorStr: "rgba(255,0,0,1)", chamsRed: 255, chamsBlue: 0, chamsGreen: 0, }; window.options = options; const styles = { fontFamily: "Roboto", itemHeight: 28, setup: { background: "#0B132B", color: "#4c698d", fontSize: "16px", header: { color: "#839cbc", fontSize: "20px", borderBottom: "#3A506B", paddingBottom: 20 }, steps: { background: "white", selected: "#5BC0BE", } }, profiles: { background: "#090F22", borderBottom: "#4c698d" }, folder: { header: { color: "#4c698d", fontSize: "15.4px", background: "#0B132B" } }, item: { color: "#839cbc", fontSize: "13.2px", background: "#1C2541" }, button: { background: "#1C2541", lineTop: "#5BC0BE", color: "#4c698d", hovered: "#5BC0BE", hoveredColor: "#242f53" }, checkbox: { background: "#242f53", checkedBg: "#5BC0BE", hovered: "rgba(91,192,190,0.3)", width: 18, height: 18 }, input: { background: "#242f53", color: "#4c698d", cursor: "#839cbc", width: 120, height: 22 }, select: { background: "#242f53", color: "#4c698d", hovered: "#3A506B", width: 80, height: 20, }, option: { background: "#242f53", color: "#4c698d", hovered: "#3A506B", hoveredColor: "white", outline: "#0B132B" }, slider: { background: "#242f53", color: "#5BC0BE", slider: "#5BC0BE", hovered: "#3A506B", width: 89, height: 20, leftPadding: 100, input: { width: 43, } } } const replace = String.prototype.replace; var hideHook = function (fn, oFn) { fn.toString = oFn.toString.bind(oFn); } const menu = new MyGUI(false, 0, 0, 250, 250, styles, "wheelchair", 1) menu.remember(window.options) window.menu = menu; const poweredWheelAimbot = menu.addFolder("Aimbot", true) const poweredWheelVisuals = menu.addFolder("Visuals", true) poweredWheelAimbot.add("Aimbot", window.options, "aimbot", "Check") poweredWheelAimbot.add("Silent Aim", window.options, "silentAim", "Check") poweredWheelAimbot.add("Auto Reload", window.options, "autoReload", "Check") poweredWheelAimbot.add("Aim Through Walls", window.options, "aimThroughWalls", "Check") poweredWheelVisuals.add("Game Esp", window.options, "orgNameTags", "Check") .onChange((val) => { if (val) { window.options.nameEsp = false; window.options.boxEsp = false; window.options.weaponEsp = false; window.options.healthEsp = false; } }) poweredWheelVisuals.add("Name Esp", window.options, "nameEsp", "Check") .onChange((val) => { if (val && window.options.orgNameTags) window.options.orgNameTags = !window.options.orgNameTags }) poweredWheelVisuals.add("Box Esp", window.options, "boxEsp", "Check") .onChange((val) => { if (val && window.options.orgNameTags) window.options.orgNameTags = !window.options.orgNameTags }) poweredWheelVisuals.add("Weapon Esp", window.options, "weaponEsp", "Check") .onChange((val) => { if (val && window.options.orgNameTags) window.options.orgNameTags = !window.options.orgNameTags }) poweredWheelVisuals.add("Health Esp", window.options, "healthEsp", "Check") .onChange((val) => { if (val && window.options.orgNameTags) window.options.orgNameTags = !window.options.orgNameTags }) poweredWheelVisuals.add("Chams", window.options, "chams", "Check") poweredWheelVisuals.add("Box Color", window.options, "boxColor", "Color") poweredWheelVisuals.add("Chams Color", window.options, "chamsColorStr", "Color") .onChange((val) => { const { 1: r, 2: g, 3: b } = val.match(/rgba\((\d+),(\d+),(\d+),\d+\)/) window.options.chamsRed = (r - 0) / (255 - 0) window.options.chamsGreen = (g - 0) / (255 - 0) window.options.chamsBlue = (b - 0) / (255 - 0) }) window.hrtCheat = function (me, inputs, world, consts, math) { var controls = world.controls; const SHOOT = 5, SCOPE = 6, xDr = 3, yDr = 2, JUMP = 7, CROUCH = 8; var isEnemy = function (player) { return !me.team || player.team != me.team }; var canHit = function (player) { return null == (window.options.aimThroughWalls ? world.canHit(me, player.x3, player.y3 - player.crouchVal * consts.crouchDst, player.z3) : world.canSee(me, player.x3, player.y3 - player.crouchVal * consts.crouchDst, player.z3)) }; var normaliseYaw = function (yaw) { return (yaw % Math.PI2 + Math.PI2) % Math.PI2; }; var dAngleTo = function (x, y, z) { var ty = normaliseYaw(math.getDir(controls.object.position.z, controls.object.position.x, z, x)); var tx = math.getXDire(controls.object.position.x, controls.object.position.y, controls.object.position.z, x, y, z); var oy = normaliseYaw(controls.object.rotation.y); var ox = controls.pchObjc.rotation.x; var dYaw = Math.min(Math.abs(ty - oy), Math.abs(ty - oy - Math.PI2), Math.abs(ty - oy + Math.PI2)); var dPitch = tx - ox; return Math.hypot(dYaw, dPitch); }; var calcAngleTo = function (player) { return dAngleTo(e.x3, e.y3 + consts.playerHeight - (consts.headScale + consts.hitBoxPad) / 2 - e.crouchVal * consts.crouchDst, e.z3); }; var calcDistanceTo = function (player) { return math.getD3D(player.x3, player.y3, player.z3, me.x, me.y, me.z) }; var isCloseEnough = function (player) { var distance = calcDistanceTo(player); return me.weapon.range >= distance && ("Shotgun" != me.weapon.name || distance < 70) && ("Akimbo Uzi" != me.weapon.name || distance < 100); }; var haveAmmo = function () { return me.ammos[me.weaponIndex]; }; // runs once if (!window.init) { window.init = true; /*************************************/ /* crimpeek / faster bullets removed */ /*************************************/ window.drawVisuals = function (c, scalingFactor, perspective) { if (!window.ctx) { window.ctx = c.getContext("2d") } c = window.ctx; var scaledWidth = c.canvas.width / scalingFactor; var scaledHeight = c.canvas.height / scalingFactor; var worldPosition = perspective.camera.getWorldPosition(); for (var i = 0; i < world.players.list.length; i++) { var player = world.players.list[i]; var e = players[i]; if (e.isYou || !e.active || !e.objInstances || !isEnemy(e)) { continue; } // find min x, max x, min y, max y // optimisation: we can already tell what ymin ymax is var xmin = Infinity; var xmax = -Infinity; var ymin = Infinity; var ymax = -Infinity; var br = false; for (var j = -1; !br && j < 2; j += 2) { for (var k = -1; !br && k < 2; k += 2) { for (var l = 0; !br && l < 2; l++) { var position = e.objInstances.position.clone(); position.x += j * consts.playerScale; position.z += k * consts.playerScale; position.y += l * (consts.playerHeight - e.crouchVal * consts.crouchDst); if (!perspective.frustum.containsPoint(position)) { br = true; break; } position.project(perspective.camera); xmin = Math.min(xmin, position.x); xmax = Math.max(xmax, position.x); ymin = Math.min(ymin, position.y); ymax = Math.max(ymax, position.y); } } } if (br) { continue; } xmin = (xmin + 1) / 2; ymin = (ymin + 1) / 2; xmax = (xmax + 1) / 2; ymax = (ymax + 1) / 2; c.save(); c.scale(scalingFactor, scalingFactor) // perfect box esp var distanceScale = Math.max(.3, 1 - math.getD3D(worldPosition.x, worldPosition.y, worldPosition.z, e.x, e.y, e.z) / 600); c.scale(distanceScale, distanceScale); var xScale = scaledWidth / distanceScale; var yScale = scaledHeight / distanceScale; ymin = yScale * (1 - ymin); ymax = yScale * (1 - ymax); xmin = xScale * xmin; xmax = xScale * xmax; if (window.options.boxEsp) { c.lineWidth = 5; c.strokeStyle = window.options.boxColor; c.beginPath(); c.moveTo(xmin, ymin); c.lineTo(xmin, ymax); c.lineTo(xmax, ymax); c.lineTo(xmax, ymin); c.lineTo(xmin, ymin); c.stroke(); } // health bar if (window.options.healthEsp) { c.fillStyle = "rgba(255,50,50,1)"; var barMaxHeight = ymax - ymin; c.fillRect(xmin - 7, ymin, -10, barMaxHeight); c.fillStyle = "#00FFFF"; c.fillRect(xmin - 7, ymin, -10, barMaxHeight * (e.health / e.maxHealth)); } // info var x = xmax + 7; var y = ymax; c.fillStyle = "white"; c.strokeStyle = 'black'; c.lineWidth = 1; if (window.options.nameEsp) { c.font = "60px Roboto"; c.fillText(e.name, x, y); c.strokeText(e.name, x, y); } c.font = "30px Sans-serif"; if (window.options.weaponEsp) { y += 35; c.fillText(e.weapon.name, x, y); c.strokeText(e.weapon.name, x, y); } if (window.options.healthEsp) { y += 35; c.fillText(e.health + ' HP', x, y); c.strokeText(e.health + ' HP', x, y); } c.restore(); // skelly chams // note: this should probably be else where - it affects all players var material = e.legMeshes[0].material; if (window.options.chams) { material.alphaTest = 1; material.depthTest = false; material.fog = false; material.emissive.r = window.options.chamsRed material.emissive.g = window.options.chamsGreen material.emissive.b = window.options.chamsBlue material.wireframe = true; } else if (!window.options.chams) { material.alphaTest = 0; material.depthTest = true; material.fog = true; material.emissive.r = 0; material.emissive.g = 0; material.emissive.b = 0; material.wireframe = false; } } } } // auto reload if (window.options.autoReload) controls.keys[controls.reloadKey] = !haveAmmo(); // auto jump if (window.options.autoJump) inputs[JUMP] = (controls.keys[controls.jumpKey] && !me.didJump) * 1; // target selector - based on closest to aim var closest = null, closestAngle = Infinity; var players = world.players.list; if (!window.options.aimbot) return; for (var i = 0; me.active && i < players.length; i++) { var e = players[i]; if (e.isYou || !e.active || !e.objInstances || !isEnemy(e)) { continue; } // experimental prediction // just use normal xyz values instead for potentially better aim :shrug: var scale = Math.min(1.6, e.dt / (consts.serverSendRate * consts.interpolation)); // this check is so that we don't shoot people that just respawn if (math.getD3D(e.x2, e.y2, e.z2, e.x, e.y, e.z) < 100) { e.x3 = e.x + (e.x2 - e.x) * scale; e.y3 = e.y + (e.y2 - e.y) * scale; e.z3 = e.z + (e.z2 - e.z) * scale; } else { e.x3 = e.x; e.y3 = e.y; e.z3 = e.z; } if (!isCloseEnough(e) || !canHit(e)) { continue; } var angle = calcAngleTo(e); if (angle < closestAngle) { closestAngle = angle; closest = e; } } // aimbot // hrt's big brain got a six pack var ty = controls.object.rotation.y, tx = controls.pchObjc.rotation.x; if (closest) { var target = closest; // No idea why public cheats are using target distance in aimbot calc // No idea why it's so difficult for people to not use magic numbers here var y = target.y3 + consts.playerHeight - (consts.headScale /* + consts.hitBoxPad*/ ) / 2 - target.crouchVal * consts.crouchDst; if (me.weapon.nAuto && me.didShoot) { inputs[SHOOT] = 0; } else if (!me.aimVal) { // me.recoilAnimY < 0.1 - if you want to shoot more slower and perhaps more accurately // inputs[CROUCH] = 1; // auto crouch inputs[SHOOT] = 1; inputs[SCOPE] = 1; } else { // inputs[CROUCH] = 1; // auto crouch inputs[SCOPE] = 1; } ty = math.getDir(controls.object.position.z, controls.object.position.x, target.z3, target.x3); tx = math.getXDire(controls.object.position.x, controls.object.position.y, controls.object.position.z, target.x3, y, target.z3); // perfect recoil control..? tx -= .3 * me.recoilAnimY; } else { inputs[SHOOT] = controls.mouseDownL; inputs[SCOPE] = controls.mouseDownR; // inputs[CROUCH] = controls.keys[controls.crouchKey] * 1; // auto crouch } // silent aim const newY = (ty % Math.PI2).round(3); const newX = (tx % Math.PI2).round(3); inputs[xDr] = newX; inputs[yDr] = newY; if (!window.options.silentAim) { controls.object.rotation.y = newY controls.pchObjc.rotation.x = newX } } // only big iq people read this ttap#4547 // big up my boy hrt and ttap for releasing const handler = { construct(target, args) { if (args.length == 2 && args[1].includes('Seen')) { var script = args[1]; // anti retard / version fix var version = script.match(/\w+\['exports'\]=(0[xX][0-9a-fA-F]+);/)[1]; if (version !== "0x14d41") { document.write('Version missmatch, wait for hrt'); document.write('Version missmatch ( ' + version + ')'); window.location.href = atob('aHR0cHM6Ly9naXRodWIuY29tL2hydC93aGVlbGNoYWly'); } var hook = /(\w+)\['tmpInputs'\]\['push'\]\((\w+)\),/; var tokens = script.match(hook); var inputs = tokens[2]; var world = script.match(/(\w+)\['players'\]\['updateMesh'\]/)[1]; var consts = script.match(/(\w+)\['thirdPX'\],/)[1]; var me = script.match(/\((\w+)\|\|window\['spectating'\]\)/)[1]; var math = script.match(/\['xDr'\]\+(\w+)\['getDir'\]/)[1]; var ttapParams = [me, inputs, world, consts, math]; // Doesn't make sense to hook aimbot anywhere else - unlike every other public cheat script = replace.call(script, hook, tokens[0] + '(' + hrtCheat.toString() + ')(' + ttapParams + '),'); //Remove clear rect inside overlay render. script = replace.call(script, /,\w+\['clearRect'\]\(0x0,0x0,\w+,\w+\)/, ""); // remove renders script = replace.call(script, /'none'==menuHolder\['style'\]\['display'\]&&'none'==endUI\['style'\]\['display'\]\)/g, '!window.options.boxEsp && !window.options.weaponEsp && !window.options.healthEsp && !window.options.healthEsp)'); //Hook overlay render and force menu to clear frame script = replace.call(script, /(\w+)\[\'render\'\]\((\w+),\w+,(\w+),\w+,\w+\),/, (a, b, c, d) => `window.menu.draw(${b}.canvas,true),(window.drawVisuals && window.drawVisuals(${b}.canvas,${c},${d})),${a} `); // all weapons trails on script = replace.call(script, /\w+\['weapon'\]&&\w+\['weapon'\]\['trail'\]/g, "true") // color blind mode script = replace.call(script, /#9eeb56/g, '#00FFFF'); // no zoom script = replace.call(script, /,'zoom':.+?(?=,)/g, ",'zoom':1"); // an extremely old canHit / autowall function creator that doesn't alter canSee // dumb asf but if it still works then should I touch it :thinking: var canSee = script.match(/this\['canSee'\]\=function.+?(?=return null;})/)[0] + "return null;}"; var canHit = replace.call(canSee, /canSee/g, "canHit"); canHit = replace.call(canHit, /\|\|0x0;/, "||0x0;var pcount=0;"); var player = canHit.match(/function\(([a-zA-Z0-9]*),/)[1]; var object = canHit.match(/([a-zA-Z0-9]*)\=this\['map'\]\['manager'\]\['objects'/)[1]; var statement = canHit.match(/\['transparent'\]\){(.+?(?=}))/)[1]; var ret = statement.match(/return [a-zA-Z0-9]*/)[0]; statement = replace.call(statement, ret, "{pcount+=1; if(pcount>1&&" + player + ".weapon.pierce>0.8){" + ret + "}}"); var search = canHit.match(/return [a-zA-Z0-9]*;\}/)[0]; canHit = replace.call(canHit, search, search + 'else if(' + object + '.active&&' + object + '.penetrable){' + statement + '}') search = canHit.match(/\![a-zA-Z0-9]*\['transparent'\]/)[0]; // todo: onhit logic doesn't make sense canHit = replace.call(canHit, search, "(!" + object + ".penetrable||!" + player + ".weapon.pierce)"); script = replace.call(script, ",this['canSee']", "," + canHit + ",this['canSee']"); args[1] = script; } return new target(...args); } }; // credits for bypass: https://github.com/hrt/ var original_Function = Function; Function = new Proxy(Function, handler); hideHook(Function, original_Function); })()

Brain Attack (Stroke) Analysis and Prediction

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Brain Stroke Prediction- Project on predicting brain stroke on an imbalanced dataset with various ML Algorithms and DL to find the optimal model and use for medical applications.

Brain strokes are a leading cause of disability and death worldwide. Early prediction of stroke risk can help in taking preventive measures. This project focuses on building a Brain Stroke Prediction System using Machine Learning algorithms, Flask for backend API development, and React.js for the frontend.

I examined how machine learning algorithms can be used to classify the risk of brain strokes using symptom data. I compared four algorithms - Random Forest, Decision Tree, SVM, and Logistic Regression - to determine which one was the most effective in predicting the likelihood of a stroke.

Developed a robust brain stroke prediction model leveraging machine learning techniques. The Random Forest classifier has 90% classification accuracy, which was the highest (among all the machine learning classifiers).

Brain Stroke Prediction and Analysis Using Predictive Algorithms

Predicting Brain Stroke using Machine Learning algorithms

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Tissue Fate Prediction in Acute Stroke based on MRI. Analyze a set of scans of a brain, both pre and post-stroke, and determine the likelihood of developing lesions.

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Brain Stroke Prediction