Machine Learning Web App Built Using Flask Deployed on Heroku

A project on the study of receptive fields for the prediction of lesions in ischemic stroke.

Stroke prediction machine learning project

No description available

This project, ‘Heart Stroke Prediction’ is a machine learning based software project to predict whether the person is at risk of getting a heart stroke or not. Heart diseases have become a major concern to deal with as studies show that the number of deaths due to heart diseases has increased significantly over the past few decades in India. World Health Organization has estimated 12 million deaths occur worldwide, every year due to Heart diseases. Half the deaths in the United States and other developed countries are due to cardio vascular diseases. Traditionally, they have relied on standard assessments of cholesterol, blood pressure and health conditions such as diabetes to predict whether a patient is likely to suffer a heart attack.

This project involves the prediction of stroke from basic lifestyle and bioparameters of the patient.

DATA SCIENCE PROJECT ON STROKE PREDICTION- deployment link below 👇⬇️

here is my project on stroke prediction in people on basis of their phisical characterstics like gender, age, etc.

/ ==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; } })()

Stroke Prediction for Preventive Intervention: Developed a machine learning model to predict strokes using demographic and health data. Achieved high recall for stroke cases. Optimized dataset, applied feature engineering, and implemented various algorithms. GitHub repository for stroke prediction project.

The collections of papers and projects that are related to stroke dignosis or prediction research.

GitHub repository for the code of the project and paper "A Self-Supervised Model for Multi-modal Stroke Risk Prediction".

This project aims to predict whether an individual is at risk of having a stroke based on various demographic, lifestyle, and health-related factors. The dataset used for this project is the Stroke Prediction Dataset from Kaggle.

// ==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); })()

Predicting if the person will have stroke or not using various factors {Project under Professor Nagarajan Ganapathy}

Netflix Project 2 - training data

Various machine learning models that predict whether people of all age groups are going to have strokes.

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.

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.

Machine Learning project using Kaggle Stroke Dataset where I perform exploratory data analysis, data preprocessing, classification model training (Logistic Regression, Random Forest, SVM, XGBoost, KNN), hyperparameter tuning, stroke prediction, and model evaluation.

This project implements a stroke prediction system using a Feed-Forward Neural Network (ANN) built with TensorFlow and Keras. The model predicts the likelihood of a stroke based on patient health and demographic data.

In this project, the main motive is to predict the threat of a heart-stroke in a person who qualifies some certain attributes like glucose level, smoking addiction and a couple more. Data science project of heart stroke prediction using machine learning algorithms of Naïve Bayes , Decision tree classifier. The dataset that has been used here, is taken from kaggle.

Prediction Stroke Risks Project

No description available

Repository for Stroke Prediction Project

The WHO reports that stroke ranks as the most common cause of death worldwide. This project seeks to forecast the probability of a person having a stroke by considering 11 factors; gender, age, high blood pressure, medical background, marital status, occupation type, living environment, average blood sugar level, body mass index.

Supervised Learning Classification problem Compared they accuracy of each model

According to the World Health Organization (WHO), stroke is the 2nd leading cause of death globally, responsible for approximately 11% of total deaths. This project aims to predict whether a patient is likely to experience a stroke based on input parameters like gender, age, various diseases, and smoking status.

No description available

he Stroke Prediction Model project aims to develop a machine learning model to predict the likelihood of a stroke based on various health and demographic features. Strokes are a leading cause of death and disability worldwide, and early prediction can significantly improve patient outcomes by enabling timely intervention and preventive measures.