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.gitignore

-data/attempts
-
-# Logs
-logs
-*.log
-npm-debug.log*
-yarn-debug.log*
-yarn-error.log*
-
-# Runtime data
-pids
-*.pid
-*.seed
-*.pid.lock
-
-# Directory for instrumented libs generated by jscoverage/JSCover
-lib-cov
-
-# Coverage directory used by tools like istanbul
-coverage
-
-# nyc test coverage
-.nyc_output
-
-# Grunt intermediate storage (http://gruntjs.com/creating-plugins#storing-task-files)
-.grunt
-
-# Bower dependency directory (https://bower.io/)
-bower_components
-
-# node-waf configuration
-.lock-wscript
-
-# Compiled binary addons (https://nodejs.org/api/addons.html)
-build/Release
-
-# Dependency directories
-node_modules/
-jspm_packages/
-
-# TypeScript v1 declaration files
-typings/
-
-# Optional npm cache directory
-.npm
-
-# Optional eslint cache
-.eslintcache
-
-# Optional REPL history
-.node_repl_history
-
-# Output of 'npm pack'
-*.tgz
-
-# Yarn Integrity file
-.yarn-integrity
-
-# dotenv environment variables file
-.env
-
-# next.js build output
-.next
+lib
+node_modules
\ No newline at end of file

package.json

@@ -4,27 +4,32 @@
   "description": "",
   "main": "server.js",
   "scripts": {
-    "test": "echo \"Error: no test specified\" && exit 1",
-    "start": "node server.js",
-    "dev": "nodemon server.js",
+    "build": "yarn tsc",
+    "start": "yarn build && node lib/index.js",
+    "dev": "yarn build && nodemon lib/index.js",
     "burnthemall": "rm -rf node_modules package-lock.json && npm i"
   },
   "author": "Namit Nathwani",
   "license": "ISC",
   "dependencies": {
-    "express": "^4.17.1",
-    "express-winston": "^4.0.3",
+    "bcryptjs": "^2.4.3",
+    "express": "^4.18.2",
+    "jsonwebtoken": "^9.0.0",
     "lodash": "^4.17.19",
     "mathjs": "^7.2.0",
     "mongoose": "^5.9.25",
-    "simple-statistics": "^7.1.0",
-    "winston": "^3.3.3"
+    "simple-statistics": "^7.1.0"
   },
   "devDependencies": {
+    "@types/bcryptjs": "^2.4.2",
+    "@types/express": "^4.17.17",
+    "@types/jsonwebtoken": "^9.0.1",
+    "@types/lodash": "^4.14.191",
     "eslint": "^7.5.0",
     "eslint-config-airbnb": "^18.2.0",
     "eslint-config-airbnb-base": "^14.2.0",
     "eslint-plugin-import": "^2.22.0",
-    "nodemon": "^2.0.4"
+    "nodemon": "^2.0.4",
+    "typescript": "^4.9.5"
   }
 }

server.js

-const express = require("express");
-const mongoose = require("mongoose");
-
-// Utilities
-const { logger, expressWinstonLogger } = require("./utilities/loggers.js");
-
-// Routes
-const userRoute = require("./routes/user");
-
-// Environment constants
-const API_PORT = process.env.API_PORT || 3001;
-const MONGO_URL = "";
-
-// Service Initialisation
-mongoose.connect(MONGO_URL, {
-  useFindAndModify: false,
-  useNewUrlParser: true,
-  useUnifiedTopology: true,
-});
-const db = mongoose.connection;
-
-db.on("error", logger.error.bind(logger, "connection error:"));
-db.once("open", () => {
-  logger.info("Connected to MongoDB Instance");
-});
-
-// Express Initialisation
-const app = express();
-
-app.use(express.urlencoded({ extended: false }));
-app.use(expressWinstonLogger);
-
-app.use((req, res, next) => {
-  res.header("Access-Control-Allow-Origin", "*");
-  res.header(
-    "Access-Control-Allow-Headers",
-    "Origin, X-Requested-With, Content-Type, Accept"
-  );
-  res.header("Access-Control-Allow-Methods", "GET, POST, OPTIONS");
-
-  if (req.method === "OPTIONS") {
-    return res.status(200).end();
-  }
-
-  return next();
-});
-
-// Routes
-app.use("/user", userRoute);
-
-app.get("/", (req, res) => {
-  res.json({ msg: "Default Route" });
-});
-
-app.listen(API_PORT, () => logger.info(`Listening on port ${API_PORT}`));

src/config/contants.ts

+export const JWT_SECRET = "JWT_SECRET_SMART_RECRUITER";
+export const MONGO_URL =
+  "mongodb+srv://smart_req_admin:CvCbwaX6A4rnJuwv@smartreq.duejzyf.mongodb.net/App?retryWrites=true&w=majority";
+export const API_PORT = process.env.API_PORT || 5000;

src/config/types.ts

+import { Request } from "express";
+import { Query } from "express-serve-static-core";
+
+export enum USER_TYPE {
+  ORGANIZATION = "ORGANIZATION",
+  CANDIDATE = "CANDIDATE",
+}
+
+export type KeyDetails = {
+  key: any;
+  code: any;
+  shiftKey: any;
+  time: number;
+};
+
+export type KeystrokeType = {
+  keys: string[];
+  times: number[] | any;
+  sums?: number[];
+  means?: number[];
+  sd?: number[];
+  filteredMeans?: number[];
+  filteredSd?: number[];
+  covMatrix?: number[][];
+};
+
+export type KeystrokeDataType = {
+  hold: KeystrokeType;
+  flight: KeystrokeType;
+  dd: KeystrokeType;
+  full: KeystrokeType;
+};
+
+export type AddressType = {
+  addressLine: string;
+  city: string;
+  country: string;
+};
+
+export type AuthType = {
+  userType: USER_TYPE;
+  email: string;
+  userId?: string;
+  password: string;
+  keystrokeDataTimestamps: number[];
+  keystrokeData: KeystrokeDataType;
+};
+
+export type CandidateType = {
+  _id?: string;
+  name: string;
+  bio: string;
+  contacts: {
+    email: string;
+    phone: string;
+    address: AddressType;
+    residentialAddress?: AddressType;
+  };
+  dateOfBirth: string;
+  jobIds: string[];
+  profilePicture: string;
+};
+
+export type OrganizationType = {
+  _id?: string;
+  name: string;
+  description: string;
+  contacts: {
+    email: string;
+    phone: string[];
+    address: AddressType;
+    website: string;
+  };
+  profilePicture: string;
+};
+
+export type ControlsType = {
+  standard: {
+    sd: number;
+    threshold: number;
+    use: boolean;
+  };
+  fullStandard: {
+    threshold: number;
+    use: boolean;
+  };
+};
+
+export interface TypedRequest<T extends Query, U> extends Request {
+  body: U;
+  query: T;
+}
+
+//PAYLOADS
+export type SignUpPayload = {
+  passwords: string[];
+  keydown: KeyDetails[][];
+  keyup: KeyDetails[][];
+  email: string;
+  userType: USER_TYPE;
+  candidate?: CandidateType;
+  organization?: OrganizationType;
+};

src/index.ts

+import express from "express";
+import * as mongoose from "mongoose";
+import { API_PORT, MONGO_URL } from "./config/contants";
+
+const app = express();
+
+// Routes
+const userRoute = require("./routes/user");
+
+// Environment constants
+
+// Service Initialisation
+mongoose.connect(MONGO_URL, {
+  useFindAndModify: false,
+  useNewUrlParser: true,
+  useUnifiedTopology: true,
+});
+
+// Express Initialisation
+app.use(express.urlencoded({ extended: true }));
+app.use(express.json());
+
+app.use(express.urlencoded({ extended: false }));
+
+// Routes
+app.use("/user", userRoute);
+
+app.listen(API_PORT, () => console.log(`Listening on port ${API_PORT}`));

src/middlewares/auth.ts

+import { Request, Response, NextFunction } from "express";
+import * as jwt from "jsonwebtoken";
+import { JWT_SECRET } from "../config/contants";
+
+export const authMiddleware = (
+  req: Request,
+  res: Response,
+  next: NextFunction
+) => {
+  const token = req.header("Authorization");
+
+  if (!token) {
+    return res.status(401).send("Authorization denied");
+  } else {
+    const decodedToken = <jwt.JwtPayload>jwt.verify(token, JWT_SECRET);
+    if (decodedToken) {
+      req.query.id = decodedToken.id;
+      return next();
+    } else {
+      return res.status(401).send("Unauthorized Access");
+    }
+  }
+};

models/User.js → src/models/Auth.ts

-const mongoose = require('mongoose');
+import { Schema, model } from "mongoose";
+import { AuthType, USER_TYPE } from "../config/types";
 
-const userSchema = new mongoose.Schema({
-  username: { type: String, unique: true },
+const authSchema = new Schema<AuthType>({
+  userType: { type: String, require: true, default: USER_TYPE.CANDIDATE },
+  email: { type: String, unique: true },
+  userId: String,
   password: String,
-
   keystrokeDataTimestamps: [Date],
   keystrokeData: {
     hold: {
@@ -49,4 +51,5 @@ const userSchema = new mongoose.Schema({
   },
 });
 
-module.exports = mongoose.model('User', userSchema);
+const Auth = model<AuthType>("Auth", authSchema);
+export default Auth;

src/models/Candidate.ts

+import { Schema, model } from "mongoose";
+import { AddressType, CandidateType } from "../config/types";
+
+const AddressSchema = new Schema<AddressType>(
+  {
+    addressLine: String,
+    city: String,
+    country: String,
+  },
+  { id: false }
+);
+
+const ContactsSchema = new Schema<AddressType>(
+  {
+    email: { type: String, require: false },
+    phone: { type: String, require: false },
+    address: { type: AddressSchema, require: false },
+    residentialAddress: { type: AddressSchema, require: false },
+  },
+  { id: false }
+);
+
+const candidateSchema = new Schema<CandidateType>({
+  name: String,
+  bio: String,
+  contacts: { type: ContactsSchema, require: false },
+  dateOfBirth: String,
+  jobIds: [{ type: Schema.Types.ObjectId, ref: "jobs" }],
+  profilePicture: String,
+});
+
+const Candidates = model<CandidateType>("candidates", candidateSchema);
+export default Candidates;

src/models/Organization.ts

+import { Schema, model } from "mongoose";
+import { AddressType, OrganizationType } from "../config/types";
+
+const AddressSchema = new Schema<AddressType>(
+  {
+    addressLine: String,
+    city: String,
+    country: String,
+  },
+  { id: false }
+);
+
+const ContactsSchema = new Schema<AddressType>(
+  {
+    email: String,
+    phone: String,
+    address: { type: AddressSchema },
+    website: String,
+  },
+  { id: false }
+);
+
+const organizationSchema = new Schema<OrganizationType>({
+  name: String,
+  description: String,
+  contacts: { type: ContactsSchema, require: false },
+  profilePicture: String,
+});
+
+const Organizations = model<OrganizationType>(
+  "organizations",
+  organizationSchema
+);
+export default Organizations;

routes/user.js → src/routes/user.ts

-const express = require("express");
-const _ = require("lodash");
-const { logger } = require("../utilities/loggers");
-const {
+import * as express from "express";
+import * as _ from "lodash";
+import * as jwt from "jsonwebtoken";
+import * as bcrypt from "bcryptjs";
+import {
+  KeystrokeDataType,
+  SignUpPayload,
+  TypedRequest,
+  USER_TYPE,
+} from "../config/types";
+import Auth from "../models/Auth";
+import Candidates from "../models/Candidate";
+import Organizations from "../models/Organization";
+import {
   processKeystrokeData,
   findUser,
-  signUpNewUser,
-  updateUser,
   createSignupDataFromProcessedData,
   addAttemptToKeystrokeData,
   computeDataTendencies,
   processAttempt,
-} = require("../utilities/userUtility");
+} from "../utilities/keystroke";
+import { JWT_SECRET } from "../config/contants";
+import { authMiddleware } from "../middlewares/auth";
 
 const router = express.Router();
 
-router.use(express.json({ extended: false }));
-router.use(express.urlencoded({ extended: false }));
-
-router.post("/validateKeystroke", (req, res) => {
-  const processedKeystrokeData = processKeystrokeData(req.body);
-  res.json(processedKeystrokeData);
-});
-
-router.get("/find/:username", async (req, res) => {
-  res.json(await findUser(req.params.username));
-});
+router.post("/signup", async (req: TypedRequest<{}, SignUpPayload>, res) => {
+  const {
+    passwords,
+    keydown,
+    keyup,
+    email,
+    userType,
+    candidate,
+    organization,
+  } = req.body;
+  const attemptCount = passwords.length;
 
-router.get("/tendencies/:username", async (req, res) => {
-  const user = await findUser(req.params.username);
-  return res.json({
-    db: (await findUser(req.params.username)).keystrokeData,
-    calc: computeDataTendencies(user.keystrokeData),
-  });
-});
+  const auth = await Auth.findOne({ email });
 
-router.post("/signup", async (req, res) => {
-  const { passwords, keydown, keyup, username } = req.body;
-  const attemptCount = passwords.length;
+  if (auth) {
+    return res
+      .status(403)
+      .json({ success: false, msg: "User already exists in DB" });
+  }
 
-  const processedAttempts = Array(attemptCount)
-    .fill()
+  const processedAttempts: KeystrokeDataType[] = Array(attemptCount)
+    .fill(0)
     .map((v, i) =>
       processKeystrokeData({ keydown: keydown[i], keyup: keyup[i] })
     );
@@ -48,38 +54,34 @@ router.post("/signup", async (req, res) => {
     _.isEqual(v.full.keys, processedAttempts[0].full.keys)
   );
 
-  const userInDb = await findUser(username);
-
   if (!passwordsEqual) {
-    // If the entered passwords don't match
     return res
       .status(403)
       .json({ success: false, msg: "Passwords don't match" });
   }
 
-  if (userInDb) {
-    // If the user already exists in the Database
-    return res
-      .status(403)
-      .json({ success: false, msg: "User already exists in DB" });
-  }
+  try {
+    let newUser;
+    if (userType === USER_TYPE.CANDIDATE) {
+      newUser = await Candidates.create(candidate);
+    } else {
+      newUser = await Organizations.create(organization);
+    }
+
+    const signupData = await createSignupDataFromProcessedData(
+      email,
+      passwords,
+      userType,
+      newUser.id,
+      processedAttempts
+    );
 
-  const signupData = createSignupDataFromProcessedData(
-    username,
-    passwords,
-    processedAttempts
-  );
+    await Auth.create(signupData);
 
-  try {
-    const newUserData = await signUpNewUser(signupData);
-    logger.info(`Signed up ${username}`);
     return res.json({
       success: true,
-      username: newUserData.username,
     });
   } catch (error) {
-    logger.error(error);
-    logger.debug(req.body);
     return res
       .status(500)
       .json({ success: false, msg: "Error signing up", error });
@@ -87,65 +89,74 @@ router.post("/signup", async (req, res) => {
 });
 
 router.post("/login", async (req, res) => {
-  const { password, keydown, keyup, username, controls } = req.body;
+  const { password, keydown, keyup, email, controls, userType } = req.body;
 
-  const processedAttempt = processKeystrokeData({ keydown, keyup });
+  const auth = await Auth.findOne({ email });
 
-  const userInDb = await findUser(username);
-
-  if (!userInDb) {
-    // If the user does not exist in the Database
+  if (!auth) {
     return res
       .status(403)
       .json({ success: false, msg: "User does not exist in DB" });
   }
 
+  const processedAttempt: KeystrokeDataType = processKeystrokeData({
+    keydown,
+    keyup,
+  });
+
+  const isMatch = await bcrypt.compare(password, auth.password);
+
   const credentialsValid =
-    password === userInDb.password &&
-    _.isEqual(processedAttempt.hold.keys, userInDb.keystrokeData.hold.keys) &&
-    _.isEqual(
-      processedAttempt.flight.keys,
-      userInDb.keystrokeData.flight.keys
-    ) &&
-    _.isEqual(processedAttempt.dd.keys, userInDb.keystrokeData.dd.keys) &&
-    _.isEqual(processedAttempt.full.keys, userInDb.keystrokeData.full.keys);
+    isMatch &&
+    _.isEqual(processedAttempt.hold.keys, auth.keystrokeData.hold.keys) &&
+    _.isEqual(processedAttempt.flight.keys, auth.keystrokeData.flight.keys) &&
+    _.isEqual(processedAttempt.dd.keys, auth.keystrokeData.dd.keys) &&
+    _.isEqual(processedAttempt.full.keys, auth.keystrokeData.full.keys);
 
   if (!credentialsValid) {
     return res.status(403).json({ success: false, msg: "Invalid Credentials" });
   }
 
   const result = processAttempt({
-    userKeystrokeData: userInDb.keystrokeData,
+    userKeystrokeData: auth.keystrokeData,
     attemptKeystrokeData: processedAttempt,
     controls,
   });
 
   if (result.accepted) {
     const newUserData = addAttemptToKeystrokeData({
-      userData: userInDb,
+      userData: auth,
       attemptKeystrokeData: processedAttempt,
     });
-    newUserData.__v += 1;
 
-    await updateUser({
-      username,
-      updateData: newUserData,
-    });
+    await Auth.updateOne({ email }, { $set: newUserData });
   }
 
+  let user;
+
+  if (userType === USER_TYPE.CANDIDATE) {
+    user = await Candidates.findById(auth.userId);
+  } else {
+    user = await Organizations.findById(auth.userId);
+  }
+
+  const token = await jwt.sign(auth, JWT_SECRET, { expiresIn: "2h" });
+
   return res.json({
+    user,
     result,
+    token,
     db: {
-      hold: userInDb.keystrokeData.hold.means,
-      flight: userInDb.keystrokeData.flight.means,
-      dd: userInDb.keystrokeData.dd.means,
-      full: userInDb.keystrokeData.full.means,
+      hold: auth.keystrokeData.hold.means,
+      flight: auth.keystrokeData.flight.means,
+      dd: auth.keystrokeData.dd.means,
+      full: auth.keystrokeData.full.means,
     },
     filteredDb: {
-      hold: userInDb.keystrokeData.hold.filteredMeans,
-      flight: userInDb.keystrokeData.flight.filteredMeans,
-      dd: userInDb.keystrokeData.dd.filteredMeans,
-      full: userInDb.keystrokeData.full.filteredMeans,
+      hold: auth.keystrokeData.hold.filteredMeans,
+      flight: auth.keystrokeData.flight.filteredMeans,
+      dd: auth.keystrokeData.dd.filteredMeans,
+      full: auth.keystrokeData.full.filteredMeans,
     },
     attempt: {
       hold: processedAttempt.hold.times,
@@ -156,4 +167,24 @@ router.post("/login", async (req, res) => {
   });
 });
 
+router.post("/validateKeystroke", authMiddleware, (req, res) => {
+  const processedKeystrokeData = processKeystrokeData(req.body);
+  res.json(processedKeystrokeData);
+});
+
+router.get("/tendencies/:userId", authMiddleware, async (req, res) => {
+  findUser(req.params.userId)
+    .then((_auth) => {
+      if (_auth) {
+        return res.json({
+          db: _auth.keystrokeData,
+          calc: computeDataTendencies(_auth.keystrokeData),
+        });
+      } else {
+        throw new Error("User not found");
+      }
+    })
+    .catch((error) => res.status(500).send(error));
+});
+
 module.exports = router;

utilities/userUtility.js → src/utilities/keystroke.ts

-const ss = require("simple-statistics");
-const _ = require("lodash");
-const { logger } = require("./loggers");
+import * as _ from "lodash";
+import * as bcrypt from "bcryptjs";
+import {
+  AuthType,
+  ControlsType,
+  KeyDetails,
+  KeystrokeDataType,
+  KeystrokeType,
+  USER_TYPE,
+} from "../config/types";
+import Auth from "../models/Auth";
 
-const User = require("../models/User");
+const ss = require("simple-statistics");
 
 const SD_MULTIPLIER = 2.5;
 const THRESHOLD_PERCENT = 65;
@@ -10,16 +18,23 @@ const FULL_STANDARD_THRESHOLD = 1;
 const STANDARD_NORM_MULTIPLIER = 1000;
 const TYPES = ["hold", "flight", "dd", "full"];
 
-const norm = (a) => Math.sqrt(ss.sum(a.map((v) => v ** 2)));
+const norm = (a: number[]) => Math.sqrt(ss.sum(a.map((v) => v ** 2)));
 
-const euclidean = (d1, d2, w = 1) => Math.sqrt(w * Math.abs(d2 - d1) ** 2);
+const euclidean = (d1: number, d2: number, w = 1) =>
+  Math.sqrt(w * Math.abs(d2 - d1) ** 2);
 
-const cityblock = (d1, d2) => Math.abs(d1 - d2);
+const cityblock = (d1: number, d2: number) => Math.abs(d1 - d2);
 
-const cityblockArray = (a1, a2) =>
+const cityblockArray = (a1: number[], a2: number[]) =>
   ss.sum(a1.map((v, i) => Math.abs(a1[i] - a2[i])));
 
-const covariance = (x, y, xMean, yMean, n) =>
+const covariance = (
+  x: number[],
+  y: number[],
+  xMean: number,
+  yMean: number,
+  n: number
+) =>
   (1 / (n - 1)) *
   ss.sum(
     Array(n)
@@ -27,8 +42,14 @@ const covariance = (x, y, xMean, yMean, n) =>
       .map((v, i) => (x[i] - xMean) * (y[i] - yMean))
   );
 
-const processKeystrokeData = ({ keydown, keyup }) => {
-  const data = {
+export const processKeystrokeData = ({
+  keydown,
+  keyup,
+}: {
+  keydown: KeyDetails[];
+  keyup: KeyDetails[];
+}): KeystrokeDataType => {
+  const data: KeystrokeDataType = {
     hold: {
       keys: [],
       times: [],
@@ -52,11 +73,6 @@ const processKeystrokeData = ({ keydown, keyup }) => {
     const { code: upCode, key: upKey, time: upTime } = keyup[i];
     const holdTime = upTime - downTime;
 
-    if (downKey !== upKey || downCode !== upCode) {
-      logger.error(`Found a mismatch ${downKey} & ${upKey}`);
-      logger.error(`Keydown: ${keydown}\nKeyup: ${keyup}`);
-    }
-
     data.full.keys.push(`H:${downKey}`);
     data.full.times.push(holdTime);
 
@@ -86,28 +102,33 @@ const processKeystrokeData = ({ keydown, keyup }) => {
   return data;
 };
 
-const computeStandardTendencies = (data) => {
+const computeStandardTendencies = (data: KeystrokeType) => {
   const transposedData = _.unzip(data.times);
 
-  const means = data.means.map((v, i) => ss.mean(transposedData[i]));
-  const sd = data.sd.map((v, i) => ss.standardDeviation(transposedData[i]));
+  const means = data?.means?.map((v, i) => ss.mean(transposedData[i]));
+  const sd = data?.sd?.map((v, i) => ss.standardDeviation(transposedData[i]));
 
   return { means, sd };
 };
 
-const computeFilteredTendencies = (data, SDFilterMultiplier = 2) => {
+const computeFilteredTendencies = (
+  data: KeystrokeType,
+  SDFilterMultiplier = 2
+) => {
   const transposedData = _.unzip(data.times).map((row) =>
     row.filter(
       // Each Row is now the columns of original matrix
       // Each element (attempt for a given keystroke) is checked and filtered
-      (v, i) => euclidean(v, data.means[i]) < SDFilterMultiplier * data.sd[i]
+      (v: any, i) =>
+        euclidean(v, data?.means?.[i]) <
+        SDFilterMultiplier * (data?.sd?.[i] || 1)
     )
   );
 
-  const filteredMeans = data.filteredMeans.map((v, i) =>
+  const filteredMeans = data?.filteredMeans?.map((v, i) =>
     ss.mean(transposedData[i].length === 0 ? [0] : transposedData[i])
   );
-  const filteredSd = data.filteredSd.map((v, i) =>
+  const filteredSd = data?.filteredSd?.map((v, i) =>
     ss.standardDeviation(
       transposedData[i].length === 0 ? [0] : transposedData[i]
     )
@@ -116,11 +137,12 @@ const computeFilteredTendencies = (data, SDFilterMultiplier = 2) => {
   return { filteredMeans, filteredSd };
 };
 
-const computeMahalanobis = (data, means) => {
-  const transTime = _.unzip(data.times);
+const computeMahalanobis = (data: KeystrokeType, means: number[]) => {
+  const times = data.times as number[][];
+  const transTime = _.unzip(times);
 
   const obsCount = data.times.length;
-  const featureCount = data.times[0].length;
+  const featureCount = times[0]?.length;
 
   const covMatrix = new Array(featureCount)
     .fill(0)
@@ -148,63 +170,83 @@ const computeMahalanobis = (data, means) => {
   return { covMatrix };
 };
 
-const computeDataTendencies = (keystrokeData) => {
+export const computeDataTendencies = (keystrokeData: KeystrokeDataType) => {
   TYPES.map((type) => {
-    const { means, sd } = computeStandardTendencies(keystrokeData[type]);
-    keystrokeData[type].means = means;
-    keystrokeData[type].sd = sd;
+    const key = type as keyof KeystrokeDataType;
+    const { means, sd } = computeStandardTendencies(keystrokeData[key]);
+    keystrokeData[key].means = means;
+    keystrokeData[key].sd = sd;
 
     const { filteredMeans, filteredSd } = computeFilteredTendencies(
-      keystrokeData[type]
+      keystrokeData[key]
     );
-    keystrokeData[type].filteredMeans = filteredMeans;
-    keystrokeData[type].filteredSd = filteredSd;
+    keystrokeData[key].filteredMeans = filteredMeans;
+    keystrokeData[key].filteredSd = filteredSd;
 
-    const { covMatrix } = computeMahalanobis(keystrokeData[type], means);
-    keystrokeData[type].covMatrix = covMatrix;
+    const { covMatrix } = computeMahalanobis(keystrokeData[key], means || []);
+    keystrokeData[key].covMatrix = covMatrix;
 
-    return type;
+    return key;
   });
 
   return keystrokeData;
 };
 
-const createSignupDataFromProcessedData = (
-  username,
-  passwords,
-  processedData
+export const createSignupDataFromProcessedData = async (
+  email: string,
+  passwords: string[],
+  userType: USER_TYPE,
+  userId: string,
+  processedData: KeystrokeDataType[] | any
 ) => {
-  let signupData = {
-    username,
-    password: passwords[0],
+  const keystroke = {
+    keys: [],
+    times: [],
+    sums: [],
+    means: [],
+    sd: [],
+    filteredMeans: [],
+    filteredSd: [],
+    covMatrix: [],
+  };
+
+  const salt = await bcrypt.genSalt(10);
+
+  const hashedPassword = await bcrypt.hash(passwords[0], salt);
+
+  let signupData: AuthType = {
+    email,
+    userType,
+    userId,
+    password: hashedPassword,
     keystrokeDataTimestamps: [],
     keystrokeData: {
-      hold: {},
-      flight: {},
-      dd: {},
-      full: {},
+      hold: keystroke,
+      flight: keystroke,
+      dd: keystroke,
+      full: keystroke,
     },
   };
 
   signupData = processedData.reduce((acc, v, i) => {
     TYPES.map((type) => {
+      const key = type as keyof KeystrokeDataType;
       if (i === 0) {
         // Keys of the processed data is checked for equality
         // So the first one is used for the dataset
-        acc.keystrokeData[type].keys = v[type].keys;
+        acc.keystrokeData[key].keys = v[key].keys;
+        const length = v[key].keys.length;
 
         // Length of the processedData array is the number of attempts
         // Times is an array of arrays of each attempt
-        acc.keystrokeData[type].times = Array(v.length).fill([]);
-
-        acc.keystrokeData[type].means = Array(v[type].keys.length).fill(0);
-        acc.keystrokeData[type].sd = Array(v[type].keys.length).fill(0);
-        acc.keystrokeData[type].filteredMeans = Array(v[type].keys.length).fill(
-          0
-        );
-        acc.keystrokeData[type].filteredSd = Array(v[type].keys.length).fill(0);
+        acc.keystrokeData[key].times = Array(v.length).fill([]);
+
+        acc.keystrokeData[key].means = Array(length).fill(0);
+        acc.keystrokeData[key].sd = Array(length).fill(0);
+        acc.keystrokeData[key].filteredMeans = Array(length).fill(0);
+        acc.keystrokeData[key].filteredSd = Array(length).fill(0);
       }
-      acc.keystrokeData[type].times[i] = v[type].times;
+      acc.keystrokeData[key].times[i] = v[key].times;
 
       return type;
     });
@@ -219,67 +261,61 @@ const createSignupDataFromProcessedData = (
   return signupData;
 };
 
-const findUser = (username) => User.findOne({ username }).exec();
-
-const signUpNewUser = ({
-  username,
-  password,
-  keystrokeData,
-  keystrokeDataTimestamps,
-}) =>
-  User.create({
-    username,
-    password,
-    keystrokeData,
-    keystrokeDataTimestamps,
-  });
-
-const updateUser = ({ username, updateData }) =>
-  User.updateOne({ username }, updateData).exec();
+export const findUser = (userId: string) => Auth.findOne({ userId }).exec();
 
-const addAttemptToKeystrokeData = ({ userData, attemptKeystrokeData }) => {
+export const addAttemptToKeystrokeData = ({
+  userData,
+  attemptKeystrokeData,
+}: {
+  userData: AuthType;
+  attemptKeystrokeData: KeystrokeDataType;
+}) => {
   TYPES.map((type) => {
-    userData.keystrokeData[type].times.push(attemptKeystrokeData[type].times);
+    const key = type as keyof KeystrokeDataType;
+    userData.keystrokeData[key].times.concat(attemptKeystrokeData[key].times);
     return type;
   });
   userData.keystrokeDataTimestamps.push(Date.now());
 
   userData.keystrokeData = computeDataTendencies(userData.keystrokeData);
 
-  // console.log(userData);
-
   return userData;
 };
 
-const processStandard = (userKeystrokeData, attemptKeystrokeData, controls) => {
+const processStandard = (
+  userKeystrokeData: KeystrokeDataType,
+  attemptKeystrokeData: KeystrokeDataType,
+  controls: ControlsType["standard"]
+) => {
   const { threshold = THRESHOLD_PERCENT, sd: sdMult = SD_MULTIPLIER } =
     controls;
 
-  const scores = {
+  const scores: any = {
     distance: {},
     inRange: {},
     inRangePercent: {},
   };
 
   TYPES.map((type) => {
-    scores.distance[type] = Array(userKeystrokeData[type].means.length).fill(0);
-    const isInRange = Array(userKeystrokeData[type].means.length).fill(false);
-    let inRangeCount = 0;
+    const key = type as keyof KeystrokeDataType;
+    scores.distance[key] = Array(userKeystrokeData[key].means?.length).fill(0);
+    const isInRange = Array(userKeystrokeData[key].means?.length).fill(false);
+    let inRangeCount: any = 0;
     let totalCount = 0;
-    scores.inRangePercent[type] = 0;
-    scores.inRange[type] = false;
+    scores.inRangePercent[key] = 0;
+    scores.inRange[key] = false;
 
-    userKeystrokeData[type].means.map((v, i) => {
-      const mean = userKeystrokeData[type].means[i];
-      const sd = userKeystrokeData[type].sd[i];
-      const attemptTime = attemptKeystrokeData[type].times[i];
+    userKeystrokeData[key].means?.map((v, i) => {
+      const mean = userKeystrokeData[key].means?.[i] || 0;
+      const sd = userKeystrokeData[key].sd?.[i] || 0;
+      const attemptTime = attemptKeystrokeData[key].times[i];
 
       const low = mean - sd * sdMult;
       const high = mean + sd * sdMult;
 
       const distance = cityblock(mean, attemptTime);
 
-      scores.distance[type][i] = distance;
+      scores.distance[key][i] = distance;
       isInRange[i] = attemptTime >= low && attemptTime <= high;
 
       inRangeCount += !!isInRange[i];
@@ -287,71 +323,80 @@ const processStandard = (userKeystrokeData, attemptKeystrokeData, controls) => {
       return v;
     });
 
-    scores.inRangePercent[type] = (inRangeCount / totalCount) * 100;
-    if (scores.inRangePercent[type] >= threshold) {
-      scores.inRange[type] = true;
+    scores.inRangePercent[key] = (inRangeCount / totalCount) * 100;
+    if (scores.inRangePercent[key] >= threshold) {
+      scores.inRange[key] = true;
     }
 
-    return type;
+    return key;
   });
 
   return scores;
 };
 
 const processFullStandard = (
-  userKeystrokeData,
-  attemptKeystrokeData,
-  controls
+  userKeystrokeData: KeystrokeDataType,
+  attemptKeystrokeData: KeystrokeDataType,
+  controls: ControlsType["fullStandard"]
 ) => {
   const { threshold = FULL_STANDARD_THRESHOLD } = controls;
 
-  const scores = {
+  const scores: any = {
     normedDistance: {},
     distance: {},
     inRange: {},
   };
 
   TYPES.map((type) => {
-    scores.distance[type] = 0;
-    scores.inRange[type] = false;
+    const key = type as keyof KeystrokeDataType;
+    scores.distance[key] = 0;
+    scores.inRange[key] = false;
 
     const distance = cityblockArray(
-      attemptKeystrokeData[type].times,
-      userKeystrokeData[type].means
+      attemptKeystrokeData[key].times,
+      userKeystrokeData[key].means || []
     );
-    scores.distance[type] = distance;
+    scores.distance[key] = distance;
 
     const normedDistance =
       (distance * STANDARD_NORM_MULTIPLIER) /
-      (norm(attemptKeystrokeData[type].times) *
-        norm(userKeystrokeData[type].means));
+      (norm(attemptKeystrokeData[key].times) *
+        norm(userKeystrokeData[key].means || []));
 
-    scores.normedDistance[type] = normedDistance;
+    scores.normedDistance[key] = normedDistance;
     if (normedDistance <= threshold) {
-      scores.inRange[type] = true;
+      scores.inRange[key] = true;
     }
 
-    return type;
+    return key;
   });
 
   return scores;
 };
 
-const processAttempt = ({
-  userKeystrokeData: ukd,
-  attemptKeystrokeData: akd,
+export const processAttempt = ({
+  userKeystrokeData,
+  attemptKeystrokeData,
   controls,
+}: {
+  userKeystrokeData: KeystrokeDataType;
+  attemptKeystrokeData: KeystrokeDataType;
+  controls: ControlsType;
 }) => {
-  const { standard: stControls, fullStandard: stPopControls } = controls;
+  const { standard, fullStandard } = controls;
 
   const result = {
     standard: {
-      ...stControls,
-      ...processStandard(ukd, akd, stControls),
+      ...standard,
+      ...processStandard(userKeystrokeData, attemptKeystrokeData, standard),
     },
     fullStandard: {
-      ...stPopControls,
-      ...processFullStandard(ukd, akd, stPopControls),
+      ...fullStandard,
+      ...processFullStandard(
+        userKeystrokeData,
+        attemptKeystrokeData,
+        fullStandard
+      ),
     },
     accepted: false,
   };
@@ -361,14 +406,3 @@ const processAttempt = ({
 
   return result;
 };
-
-module.exports = {
-  processKeystrokeData,
-  createSignupDataFromProcessedData,
-  findUser,
-  signUpNewUser,
-  updateUser,
-  addAttemptToKeystrokeData,
-  computeDataTendencies,
-  processAttempt,
-};

tsconfig.json

+{
+  "compilerOptions": {
+    "module": "commonjs",
+    "noImplicitReturns": true,
+    "noUnusedLocals": false,
+    "outDir": "lib",
+    "sourceMap": true,
+    "target": "es5",
+    "lib": ["dom", "dom.iterable", "esnext"],
+    "allowJs": true,
+    "skipLibCheck": true,
+    "esModuleInterop": true,
+    "allowSyntheticDefaultImports": true,
+    "strict": false,
+    "forceConsistentCasingInFileNames": true,
+    "noFallthroughCasesInSwitch": true,
+    "moduleResolution": "node",
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "noEmit": true,
+    "jsx": "react-jsx"
+  },
+  "compileOnSave": true,
+  "include": ["src"]
+}

utilities/loggers.js

-const winston = require('winston');
-const expressWinston = require('express-winston');
-
-// const winstonLevels = {
-// error: 0,
-// warn: 1,
-// info: 2,
-// verbose: 3,
-// debug: 4,
-// silly: 5,
-// };
-
-module.exports.logger = winston.createLogger({
-  transports: [
-    new winston.transports.Console(),
-  ],
-  format: winston.format.combine(
-    winston.format.colorize(),
-    winston.format.simple(),
-  ),
-});
-
-module.exports.expressWinstonLogger = expressWinston.logger({
-  transports: [
-    new winston.transports.Console({ level: 'verbose' }),
-  ],
-  format: winston.format.combine(
-    winston.format.colorize(),
-    winston.format.simple(),
-  ),
-  msg() {
-    return '{{res.statusCode}} {{req.method}} {{req.url}} {{res.responseTime}}ms';
-  },
-  colorize: true,
-
-  meta: false,
-
-  statusLevels: false, // default value
-  level(req, res) {
-    let level = '';
-    if (res.statusCode >= 100) { level = 'verbose'; }
-    if (res.statusCode >= 400) { level = 'warn'; }
-    if (res.statusCode >= 500) { level = 'error'; }
-    // Ops is worried about hacking attempts so make Unauthorized and Forbidden critical
-    // if (res.statusCode == 401 || res.statusCode == 403) { level = "critical"; }
-    return level;
-  },
-});

yarn-error.log

+Arguments: 
+  C:\Program Files\nodejs\node.exe C:\Program Files (x86)\Yarn\bin\yarn.js add -D @types/jsonwebtoke
+
+PATH: 
+  C:\Program Files (x86)\Common Files\Intel\Shared Libraries\redist\intel64\compiler;C:\Program Files\Common Files\Oracle\Java\javapath;C:\Windows\system32;C:\Windows;C:\Windows\System32\Wbem;C:\Windows\System32\WindowsPowerShell\v1.0\;C:\Windows\System32\OpenSSH\;C:\Program Files (x86)\Yarn\bin\;C:\xampp\php;C:\composer;C:\Program Files\Git\cmd;C:\Program Files\Java\jdk-11.0.9;C:\Users\User\AppData\Local\Android\Sdk\platform-tools;C:\WINDOWS\system32;C:\WINDOWS;C:\WINDOWS\System32\Wbem;C:\WINDOWS\System32\WindowsPowerShell\v1.0\;C:\WINDOWS\System32\OpenSSH\;C:\Program Files\CMake\bin;C:\Program Files\Java\jdk-11.0.9\bin;C:\Users\User\AppData\Local\Programs\Python\Python39\Scripts;C:\Users\User\AppData\Local\Programs\Python\Python39\;C:\Program Files\nodejs\;C:\mongosh\bin;;C:\Program Files (x86)\NVIDIA Corporation\PhysX\Common;C:\Program Files\NVIDIA Corporation\NVIDIA NvDLISR;C:\Users\User\AppData\Local\Programs\Python\Python39\Scripts\;C:\Users\User\AppData\Local\Programs\Python\Python39\;C:\Users\User\AppData\Local\Microsoft\WindowsApps;C:\Users\User\AppData\Local\Programs\Microsoft VS Code\bin;C:\Users\User\AppData\Local\Yarn\bin;C:\Program Files\heroku\bin;C:\Users\User\AppData\Local\Android\Sdk\platform-tools;C:\Users\User\AppData\Local\Android\Sdk\tools;C:\Program Files\Java\jdk-11.0.9;C:\Users\User\.deta\bin;C:\Users\User\AppData\Roaming\npm;;C:\Users\User\AppData\Local\Microsoft\WindowsApps
+
+Yarn version: 
+  1.22.5
+
+Node version: 
+  16.13.1
+
+Platform: 
+  win32 x64
+
+Trace: 
+  Error: https://registry.yarnpkg.com/@types%2fjsonwebtoke: Not found
+      at Request.params.callback [as _callback] (C:\Program Files (x86)\Yarn\lib\cli.js:66097:18)
+      at Request.self.callback (C:\Program Files (x86)\Yarn\lib\cli.js:140749:22)
+      at Request.emit (node:events:390:28)
+      at Request.<anonymous> (C:\Program Files (x86)\Yarn\lib\cli.js:141721:10)
+      at Request.emit (node:events:390:28)
+      at IncomingMessage.<anonymous> (C:\Program Files (x86)\Yarn\lib\cli.js:141643:12)
+      at Object.onceWrapper (node:events:509:28)
+      at IncomingMessage.emit (node:events:402:35)
+      at endReadableNT (node:internal/streams/readable:1343:12)
+      at processTicksAndRejections (node:internal/process/task_queues:83:21)
+
+npm manifest: 
+  {
+    "name": "keystrokedynamics",
+    "version": "1.0.0",
+    "description": "",
+    "main": "server.js",
+    "scripts": {
+      "test": "echo \"Error: no test specified\" && exit 1",
+      "start": "node server.js",
+      "dev": "nodemon server.js",
+      "burnthemall": "rm -rf node_modules package-lock.json && npm i"
+    },
+    "author": "Namit Nathwani",
+    "license": "ISC",
+    "dependencies": {
+      "express": "^4.18.2",
+      "express-winston": "^4.0.3",
+      "jsonwebtoken": "^9.0.0",
+      "lodash": "^4.17.19",
+      "mathjs": "^7.2.0",
+      "mongoose": "^5.9.25",
+      "simple-statistics": "^7.1.0",
+      "winston": "^3.3.3"
+    },
+    "devDependencies": {
+      "@types/express": "^4.17.17",
+      "@types/lodash": "^4.14.191",
+      "eslint": "^7.5.0",
+      "eslint-config-airbnb": "^18.2.0",
+      "eslint-config-airbnb-base": "^14.2.0",
+      "eslint-plugin-import": "^2.22.0",
+      "nodemon": "^2.0.4",
+      "typescript": "^4.9.5"
+    }
+  }
+
+yarn manifest: 
+  No manifest
+
+Lockfile: 
+  # THIS IS AN AUTOGENERATED FILE. DO NOT EDIT THIS FILE DIRECTLY.
+  # yarn lockfile v1
+  
+  
+  "@babel/code-frame@7.12.11":
+    version "7.12.11"
+    resolved "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.12.11.tgz"
+    integrity sha512-Zt1yodBx1UcyiePMSkWnU4hPqhwq7hGi2nFL1LeA3EUl+q2LQx16MISgJ0+z7dnmgvP9QtIleuETGOiOH1RcIw==
+    dependencies:
+      "@babel/highlight" "^7.10.4"
+  
+  "@babel/helper-validator-identifier@^7.18.6":
+    version "7.19.1"
+    resolved "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.19.1.tgz"
+    integrity sha512-awrNfaMtnHUr653GgGEs++LlAvW6w+DcPrOliSMXWCKo597CwL5Acf/wWdNkf/tfEQE3mjkeD1YOVZOUV/od1w==
+  
+  "@babel/highlight@^7.10.4":
+    version "7.18.6"
+    resolved "https://registry.npmjs.org/@babel/highlight/-/highlight-7.18.6.tgz"
+    integrity sha512-u7stbOuYjaPezCuLj29hNW1v64M2Md2qupEKP1fHc7WdOA3DgLh37suiSrZYY7haUB7iBeQZ9P1uiRF359do3g==
+    dependencies:
+      "@babel/helper-validator-identifier" "^7.18.6"
+      chalk "^2.0.0"
+      js-tokens "^4.0.0"
+  
+  "@colors/colors@1.5.0":
+    version "1.5.0"
+    resolved "https://registry.npmjs.org/@colors/colors/-/colors-1.5.0.tgz"
+    integrity sha512-ooWCrlZP11i8GImSjTHYHLkvFDP48nS4+204nGb1RiX/WXYHmJA2III9/e2DWVabCESdW7hBAEzHRqUn9OUVvQ==
+  
+  "@dabh/diagnostics@^2.0.2":
+    version "2.0.3"
+    resolved "https://registry.npmjs.org/@dabh/diagnostics/-/diagnostics-2.0.3.tgz"
+    integrity sha512-hrlQOIi7hAfzsMqlGSFyVucrx38O+j6wiGOf//H2ecvIEqYN4ADBSS2iLMh5UFyDunCNniUIPk/q3riFv45xRA==
+    dependencies:
+      colorspace "1.1.x"
+      enabled "2.0.x"
+      kuler "^2.0.0"
+  
+  "@eslint/eslintrc@^0.4.3":
+    version "0.4.3"
+    resolved "https://registry.npmjs.org/@eslint/eslintrc/-/eslintrc-0.4.3.tgz"
+    integrity sha512-J6KFFz5QCYUJq3pf0mjEcCJVERbzv71PUIDczuh9JkwGEzced6CO5ADLHB1rbf/+oPBtoPfMYNOpGDzCANlbXw==
+    dependencies:
+      ajv "^6.12.4"
+      debug "^4.1.1"
+      espree "^7.3.0"
+      globals "^13.9.0"
+      ignore "^4.0.6"
+      import-fresh "^3.2.1"
+      js-yaml "^3.13.1"
+      minimatch "^3.0.4"
+      strip-json-comments "^3.1.1"
+  
+  "@humanwhocodes/config-array@^0.5.0":
+    version "0.5.0"
+    resolved "https://registry.npmjs.org/@humanwhocodes/config-array/-/config-array-0.5.0.tgz"
+    integrity sha512-FagtKFz74XrTl7y6HCzQpwDfXP0yhxe9lHLD1UZxjvZIcbyRz8zTFF/yYNfSfzU414eDwZ1SrO0Qvtyf+wFMQg==
+    dependencies:
+      "@humanwhocodes/object-schema" "^1.2.0"
+      debug "^4.1.1"
+      minimatch "^3.0.4"
+  
+  "@humanwhocodes/object-schema@^1.2.0":
+    version "1.2.1"
+    resolved "https://registry.npmjs.org/@humanwhocodes/object-schema/-/object-schema-1.2.1.tgz"
+    integrity sha512-ZnQMnLV4e7hDlUvw8H+U8ASL02SS2Gn6+9Ac3wGGLIe7+je2AeAOxPY+izIPJDfFDb7eDjev0Us8MO1iFRN8hA==
+  
+  "@types/body-parser@*":
+    version "1.19.2"
+    resolved "https://registry.yarnpkg.com/@types/body-parser/-/body-parser-1.19.2.tgz#aea2059e28b7658639081347ac4fab3de166e6f0"
+    integrity sha512-ALYone6pm6QmwZoAgeyNksccT9Q4AWZQ6PvfwR37GT6r6FWUPguq6sUmNGSMV2Wr761oQoBxwGGa6DR5o1DC9g==
+    dependencies:
+      "@types/connect" "*"
+      "@types/node" "*"
+  
+  "@types/bson@*":
+    version "4.2.0"
+    resolved "https://registry.npmjs.org/@types/bson/-/bson-4.2.0.tgz"
+    integrity sha512-ELCPqAdroMdcuxqwMgUpifQyRoTpyYCNr1V9xKyF40VsBobsj+BbWNRvwGchMgBPGqkw655ypkjj2MEF5ywVwg==
+    dependencies:
+      bson "*"
+  
+  "@types/bson@1.x || 4.0.x":
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