Keystroke auth

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Pipeline #6253 failed with stages
data/attempts
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const mongoose = require('mongoose');
const userSchema = new mongoose.Schema({
username: { type: String, unique: true },
password: String,
keystrokeDataTimestamps: [Date],
keystrokeData: {
hold: {
keys: [String],
times: [[Number]],
sums: [Number],
means: [Number],
sd: [Number],
filteredMeans: [Number],
filteredSd: [Number],
covMatrix: [[Number]],
},
flight: {
keys: [String],
times: [[Number]],
sums: [Number],
means: [Number],
sd: [Number],
filteredMeans: [Number],
filteredSd: [Number],
covMatrix: [[Number]],
},
dd: {
keys: [String],
times: [[Number]],
sums: [Number],
means: [Number],
sd: [Number],
filteredMeans: [Number],
filteredSd: [Number],
covMatrix: [[Number]],
},
full: {
keys: [String],
times: [[Number]],
sums: [Number],
means: [Number],
sd: [Number],
filteredMeans: [Number],
filteredSd: [Number],
covMatrix: [[Number]],
},
},
});
module.exports = mongoose.model('User', userSchema);
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{
"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": "^4.17.1",
"express-winston": "^4.0.3",
"lodash": "^4.17.19",
"mathjs": "^7.2.0",
"mongoose": "^5.9.25",
"simple-statistics": "^7.1.0",
"winston": "^3.3.3"
},
"devDependencies": {
"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"
}
}
const express = require("express");
const _ = require("lodash");
const { logger } = require("../utilities/loggers");
const {
processKeystrokeData,
findUser,
signUpNewUser,
updateUser,
createSignupDataFromProcessedData,
addAttemptToKeystrokeData,
computeDataTendencies,
processAttempt,
} = require("../utilities/userUtility");
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.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),
});
});
router.post("/signup", async (req, res) => {
const { passwords, keydown, keyup, username } = req.body;
const attemptCount = passwords.length;
const processedAttempts = Array(attemptCount)
.fill()
.map((v, i) =>
processKeystrokeData({ keydown: keydown[i], keyup: keyup[i] })
);
const passwordsEqual = processedAttempts.every((v) =>
_.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" });
}
const signupData = createSignupDataFromProcessedData(
username,
passwords,
processedAttempts
);
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 });
}
});
router.post("/login", async (req, res) => {
const { password, keydown, keyup, username, controls } = req.body;
const processedAttempt = processKeystrokeData({ keydown, keyup });
const userInDb = await findUser(username);
if (!userInDb) {
// If the user does not exist in the Database
return res
.status(403)
.json({ success: false, msg: "User does not exist in DB" });
}
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);
if (!credentialsValid) {
return res.status(403).json({ success: false, msg: "Invalid Credentials" });
}
const result = processAttempt({
userKeystrokeData: userInDb.keystrokeData,
attemptKeystrokeData: processedAttempt,
controls,
});
if (result.accepted) {
const newUserData = addAttemptToKeystrokeData({
userData: userInDb,
attemptKeystrokeData: processedAttempt,
});
newUserData.__v += 1;
await updateUser({
username,
updateData: newUserData,
});
}
return res.json({
result,
db: {
hold: userInDb.keystrokeData.hold.means,
flight: userInDb.keystrokeData.flight.means,
dd: userInDb.keystrokeData.dd.means,
full: userInDb.keystrokeData.full.means,
},
filteredDb: {
hold: userInDb.keystrokeData.hold.filteredMeans,
flight: userInDb.keystrokeData.flight.filteredMeans,
dd: userInDb.keystrokeData.dd.filteredMeans,
full: userInDb.keystrokeData.full.filteredMeans,
},
attempt: {
hold: processedAttempt.hold.times,
flight: processedAttempt.flight.times,
dd: processedAttempt.dd.times,
full: processedAttempt.full.times,
},
});
});
module.exports = router;
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}`));
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;
},
});
const ss = require("simple-statistics");
const _ = require("lodash");
const { logger } = require("./loggers");
const User = require("../models/User");
const SD_MULTIPLIER = 2.5;
const THRESHOLD_PERCENT = 65;
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 euclidean = (d1, d2, w = 1) => Math.sqrt(w * Math.abs(d2 - d1) ** 2);
const cityblock = (d1, d2) => Math.abs(d1 - d2);
const cityblockArray = (a1, a2) =>
ss.sum(a1.map((v, i) => Math.abs(a1[i] - a2[i])));
const covariance = (x, y, xMean, yMean, n) =>
(1 / (n - 1)) *
ss.sum(
Array(n)
.fill(0)
.map((v, i) => (x[i] - xMean) * (y[i] - yMean))
);
const processKeystrokeData = ({ keydown, keyup }) => {
const data = {
hold: {
keys: [],
times: [],
},
flight: {
keys: [],
times: [],
},
dd: {
keys: [],
times: [],
},
full: {
keys: [],
times: [],
},
};
for (let i = 0; i < keydown.length; i += 1) {
const { code: downCode, key: downKey, time: downTime } = keydown[i];
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);
data.hold.keys.push(downKey);
data.hold.times.push(holdTime);
if (i < keydown.length - 1) {
const { key: nextDownKey, time: nextDownTime } = keydown[i + 1];
const keyString = `${downKey}:${nextDownKey}`;
const flightTime = nextDownTime - upTime;
const ddTime = nextDownTime - downTime;
data.full.keys.push(`F:${keyString}`);
data.full.times.push(flightTime);
data.full.keys.push(`DD:${keyString}`);
data.full.times.push(ddTime);
data.flight.keys.push(keyString);
data.flight.times.push(flightTime);
data.dd.keys.push(keyString);
data.dd.times.push(ddTime);
}
}
return data;
};
const computeStandardTendencies = (data) => {
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]));
return { means, sd };
};
const computeFilteredTendencies = (data, 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]
)
);
const filteredMeans = data.filteredMeans.map((v, i) =>
ss.mean(transposedData[i].length === 0 ? [0] : transposedData[i])
);
const filteredSd = data.filteredSd.map((v, i) =>
ss.standardDeviation(
transposedData[i].length === 0 ? [0] : transposedData[i]
)
);
return { filteredMeans, filteredSd };
};
const computeMahalanobis = (data, means) => {
const transTime = _.unzip(data.times);
const obsCount = data.times.length;
const featureCount = data.times[0].length;
const covMatrix = new Array(featureCount)
.fill(0)
.map(() => new Array(featureCount).fill(0));
Array(featureCount)
.fill(0)
.map((v, i) => {
Array(featureCount)
.fill(0)
.map((w, j) => {
covMatrix[i][j] = covariance(
transTime[i],
transTime[j],
means[i],
means[j],
obsCount
);
return j;
});
return i;
});
return { covMatrix };
};
const computeDataTendencies = (keystrokeData) => {
TYPES.map((type) => {
const { means, sd } = computeStandardTendencies(keystrokeData[type]);
keystrokeData[type].means = means;
keystrokeData[type].sd = sd;
const { filteredMeans, filteredSd } = computeFilteredTendencies(
keystrokeData[type]
);
keystrokeData[type].filteredMeans = filteredMeans;
keystrokeData[type].filteredSd = filteredSd;
const { covMatrix } = computeMahalanobis(keystrokeData[type], means);
keystrokeData[type].covMatrix = covMatrix;
return type;
});
return keystrokeData;
};
const createSignupDataFromProcessedData = (
username,
passwords,
processedData
) => {
let signupData = {
username,
password: passwords[0],
keystrokeDataTimestamps: [],
keystrokeData: {
hold: {},
flight: {},
dd: {},
full: {},
},
};
signupData = processedData.reduce((acc, v, i) => {
TYPES.map((type) => {
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;
// 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[type].times[i] = v[type].times;
return type;
});
acc.keystrokeDataTimestamps.push(Date.now());
return acc;
}, signupData);
signupData.keystrokeData = computeDataTendencies(signupData.keystrokeData);
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();
const addAttemptToKeystrokeData = ({ userData, attemptKeystrokeData }) => {
TYPES.map((type) => {
userData.keystrokeData[type].times.push(attemptKeystrokeData[type].times);
return type;
});
userData.keystrokeDataTimestamps.push(Date.now());
userData.keystrokeData = computeDataTendencies(userData.keystrokeData);
// console.log(userData);
return userData;
};
const processStandard = (userKeystrokeData, attemptKeystrokeData, controls) => {
const { threshold = THRESHOLD_PERCENT, sd: sdMult = SD_MULTIPLIER } =
controls;
const scores = {
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;
let totalCount = 0;
scores.inRangePercent[type] = 0;
scores.inRange[type] = 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];
const low = mean - sd * sdMult;
const high = mean + sd * sdMult;
const distance = cityblock(mean, attemptTime);
scores.distance[type][i] = distance;
isInRange[i] = attemptTime >= low && attemptTime <= high;
inRangeCount += !!isInRange[i];
totalCount += 1;
return v;
});
scores.inRangePercent[type] = (inRangeCount / totalCount) * 100;
if (scores.inRangePercent[type] >= threshold) {
scores.inRange[type] = true;
}
return type;
});
return scores;
};
const processFullStandard = (
userKeystrokeData,
attemptKeystrokeData,
controls
) => {
const { threshold = FULL_STANDARD_THRESHOLD } = controls;
const scores = {
normedDistance: {},
distance: {},
inRange: {},
};
TYPES.map((type) => {
scores.distance[type] = 0;
scores.inRange[type] = false;
const distance = cityblockArray(
attemptKeystrokeData[type].times,
userKeystrokeData[type].means
);
scores.distance[type] = distance;
const normedDistance =
(distance * STANDARD_NORM_MULTIPLIER) /
(norm(attemptKeystrokeData[type].times) *
norm(userKeystrokeData[type].means));
scores.normedDistance[type] = normedDistance;
if (normedDistance <= threshold) {
scores.inRange[type] = true;
}
return type;
});
return scores;
};
const processAttempt = ({
userKeystrokeData: ukd,
attemptKeystrokeData: akd,
controls,
}) => {
const { standard: stControls, fullStandard: stPopControls } = controls;
const result = {
standard: {
...stControls,
...processStandard(ukd, akd, stControls),
},
fullStandard: {
...stPopControls,
...processFullStandard(ukd, akd, stPopControls),
},
accepted: false,
};
result.accepted =
result.standard.inRange.full || result.fullStandard.inRange.full;
return result;
};
module.exports = {
processKeystrokeData,
createSignupDataFromProcessedData,
findUser,
signUpNewUser,
updateUser,
addAttemptToKeystrokeData,
computeDataTendencies,
processAttempt,
};
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esquery@^1.4.0:
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resolved "https://registry.yarnpkg.com/esquery/-/esquery-1.4.0.tgz#2148ffc38b82e8c7057dfed48425b3e61f0f24a5"
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dependencies:
estraverse "^5.1.0"
esrecurse@^4.3.0:
version "4.3.0"
resolved "https://registry.yarnpkg.com/esrecurse/-/esrecurse-4.3.0.tgz#7ad7964d679abb28bee72cec63758b1c5d2c9921"
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dependencies:
estraverse "^5.2.0"
estraverse@^4.1.1:
version "4.3.0"
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estraverse@^5.1.0, estraverse@^5.2.0:
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esutils@^2.0.2:
version "2.0.3"
resolved "https://registry.yarnpkg.com/esutils/-/esutils-2.0.3.tgz#74d2eb4de0b8da1293711910d50775b9b710ef64"
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etag@~1.8.1:
version "1.8.1"
resolved "https://registry.yarnpkg.com/etag/-/etag-1.8.1.tgz#41ae2eeb65efa62268aebfea83ac7d79299b0887"
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express-winston@^4.0.3:
version "4.2.0"
resolved "https://registry.yarnpkg.com/express-winston/-/express-winston-4.2.0.tgz#e9d535d52aa4c125a54a29cce132ae2e3633f4fa"
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dependencies:
chalk "^2.4.2"
lodash "^4.17.21"
express@^4.17.1:
version "4.18.2"
resolved "https://registry.yarnpkg.com/express/-/express-4.18.2.tgz#3fabe08296e930c796c19e3c516979386ba9fd59"
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dependencies:
accepts "~1.3.8"
array-flatten "1.1.1"
body-parser "1.20.1"
content-disposition "0.5.4"
content-type "~1.0.4"
cookie "0.5.0"
cookie-signature "1.0.6"
debug "2.6.9"
depd "2.0.0"
encodeurl "~1.0.2"
escape-html "~1.0.3"
etag "~1.8.1"
finalhandler "1.2.0"
fresh "0.5.2"
http-errors "2.0.0"
merge-descriptors "1.0.1"
methods "~1.1.2"
on-finished "2.4.1"
parseurl "~1.3.3"
path-to-regexp "0.1.7"
proxy-addr "~2.0.7"
qs "6.11.0"
range-parser "~1.2.1"
safe-buffer "5.2.1"
send "0.18.0"
serve-static "1.15.0"
setprototypeof "1.2.0"
statuses "2.0.1"
type-is "~1.6.18"
utils-merge "1.0.1"
vary "~1.1.2"
fast-deep-equal@^3.1.1, fast-deep-equal@^3.1.3:
version "3.1.3"
resolved "https://registry.yarnpkg.com/fast-deep-equal/-/fast-deep-equal-3.1.3.tgz#3a7d56b559d6cbc3eb512325244e619a65c6c525"
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fast-json-stable-stringify@^2.0.0:
version "2.1.0"
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fast-levenshtein@^2.0.6:
version "2.0.6"
resolved "https://registry.yarnpkg.com/fast-levenshtein/-/fast-levenshtein-2.0.6.tgz#3d8a5c66883a16a30ca8643e851f19baa7797917"
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fecha@^4.2.0:
version "4.2.3"
resolved "https://registry.yarnpkg.com/fecha/-/fecha-4.2.3.tgz#4d9ccdbc61e8629b259fdca67e65891448d569fd"
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file-entry-cache@^6.0.1:
version "6.0.1"
resolved "https://registry.yarnpkg.com/file-entry-cache/-/file-entry-cache-6.0.1.tgz#211b2dd9659cb0394b073e7323ac3c933d522027"
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dependencies:
flat-cache "^3.0.4"
fill-range@^7.0.1:
version "7.0.1"
resolved "https://registry.yarnpkg.com/fill-range/-/fill-range-7.0.1.tgz#1919a6a7c75fe38b2c7c77e5198535da9acdda40"
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dependencies:
to-regex-range "^5.0.1"
finalhandler@1.2.0:
version "1.2.0"
resolved "https://registry.yarnpkg.com/finalhandler/-/finalhandler-1.2.0.tgz#7d23fe5731b207b4640e4fcd00aec1f9207a7b32"
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dependencies:
debug "2.6.9"
encodeurl "~1.0.2"
escape-html "~1.0.3"
on-finished "2.4.1"
parseurl "~1.3.3"
statuses "2.0.1"
unpipe "~1.0.0"
flat-cache@^3.0.4:
version "3.0.4"
resolved "https://registry.yarnpkg.com/flat-cache/-/flat-cache-3.0.4.tgz#61b0338302b2fe9f957dcc32fc2a87f1c3048b11"
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dependencies:
flatted "^3.1.0"
rimraf "^3.0.2"
flatted@^3.1.0:
version "3.2.7"
resolved "https://registry.yarnpkg.com/flatted/-/flatted-3.2.7.tgz#609f39207cb614b89d0765b477cb2d437fbf9787"
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fn.name@1.x.x:
version "1.1.0"
resolved "https://registry.yarnpkg.com/fn.name/-/fn.name-1.1.0.tgz#26cad8017967aea8731bc42961d04a3d5988accc"
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forwarded@0.2.0:
version "0.2.0"
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fraction.js@^4.0.12:
version "4.2.0"
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fresh@0.5.2:
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fs.realpath@^1.0.0:
version "1.0.0"
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fsevents@~2.3.2:
version "2.3.2"
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function-bind@^1.1.1:
version "1.1.1"
resolved "https://registry.yarnpkg.com/function-bind/-/function-bind-1.1.1.tgz#a56899d3ea3c9bab874bb9773b7c5ede92f4895d"
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function.prototype.name@^1.1.5:
version "1.1.5"
resolved "https://registry.yarnpkg.com/function.prototype.name/-/function.prototype.name-1.1.5.tgz#cce0505fe1ffb80503e6f9e46cc64e46a12a9621"
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dependencies:
call-bind "^1.0.2"
define-properties "^1.1.3"
es-abstract "^1.19.0"
functions-have-names "^1.2.2"
functional-red-black-tree@^1.0.1:
version "1.0.1"
resolved "https://registry.yarnpkg.com/functional-red-black-tree/-/functional-red-black-tree-1.0.1.tgz#1b0ab3bd553b2a0d6399d29c0e3ea0b252078327"
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functions-have-names@^1.2.2:
version "1.2.3"
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get-intrinsic@^1.0.2, get-intrinsic@^1.1.0, get-intrinsic@^1.1.1, get-intrinsic@^1.1.3:
version "1.1.3"
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function-bind "^1.1.1"
has "^1.0.3"
has-symbols "^1.0.3"
get-symbol-description@^1.0.0:
version "1.0.0"
resolved "https://registry.yarnpkg.com/get-symbol-description/-/get-symbol-description-1.0.0.tgz#7fdb81c900101fbd564dd5f1a30af5aadc1e58d6"
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call-bind "^1.0.2"
get-intrinsic "^1.1.1"
glob-parent@^5.1.2, glob-parent@~5.1.2:
version "5.1.2"
resolved "https://registry.yarnpkg.com/glob-parent/-/glob-parent-5.1.2.tgz#869832c58034fe68a4093c17dc15e8340d8401c4"
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dependencies:
is-glob "^4.0.1"
glob@^7.1.3:
version "7.2.3"
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fs.realpath "^1.0.0"
inflight "^1.0.4"
inherits "2"
minimatch "^3.1.1"
once "^1.3.0"
path-is-absolute "^1.0.0"
globals@^13.6.0, globals@^13.9.0:
version "13.19.0"
resolved "https://registry.yarnpkg.com/globals/-/globals-13.19.0.tgz#7a42de8e6ad4f7242fbcca27ea5b23aca367b5c8"
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dependencies:
type-fest "^0.20.2"
gopd@^1.0.1:
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get-intrinsic "^1.1.3"
has-bigints@^1.0.1, has-bigints@^1.0.2:
version "1.0.2"
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has-flag@^3.0.0:
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has-property-descriptors@^1.0.0:
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get-intrinsic "^1.1.1"
has-symbols@^1.0.2, has-symbols@^1.0.3:
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has-tostringtag@^1.0.0:
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has-symbols "^1.0.2"
has@^1.0.3:
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function-bind "^1.1.1"
http-errors@2.0.0:
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setprototypeof "1.2.0"
statuses "2.0.1"
toidentifier "1.0.1"
iconv-lite@0.4.24:
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safer-buffer ">= 2.1.2 < 3"
ieee754@^1.1.13:
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ignore-by-default@^1.0.1:
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ignore@^4.0.6:
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import-fresh@^3.0.0, import-fresh@^3.2.1:
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dependencies:
parent-module "^1.0.0"
resolve-from "^4.0.0"
imurmurhash@^0.1.4:
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minimatch@^3.0.4, minimatch@^3.1.1, minimatch@^3.1.2:
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resolved "https://registry.yarnpkg.com/minimatch/-/minimatch-3.1.2.tgz#19cd194bfd3e428f049a70817c038d89ab4be35b"
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dependencies:
brace-expansion "^1.1.7"
minimist@^1.2.0, minimist@^1.2.6:
version "1.2.7"
resolved "https://registry.yarnpkg.com/minimist/-/minimist-1.2.7.tgz#daa1c4d91f507390437c6a8bc01078e7000c4d18"
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mongodb@3.7.3:
version "3.7.3"
resolved "https://registry.yarnpkg.com/mongodb/-/mongodb-3.7.3.tgz#b7949cfd0adc4cc7d32d3f2034214d4475f175a5"
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dependencies:
bl "^2.2.1"
bson "^1.1.4"
denque "^1.4.1"
optional-require "^1.1.8"
safe-buffer "^5.1.2"
optionalDependencies:
saslprep "^1.0.0"
mongoose-legacy-pluralize@1.0.2:
version "1.0.2"
resolved "https://registry.yarnpkg.com/mongoose-legacy-pluralize/-/mongoose-legacy-pluralize-1.0.2.tgz#3ba9f91fa507b5186d399fb40854bff18fb563e4"
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mongoose@^5.9.25:
version "5.13.15"
resolved "https://registry.yarnpkg.com/mongoose/-/mongoose-5.13.15.tgz#ba2cd0f22c1a5dd9ae15aaf6b10f03c59a4202dd"
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dependencies:
"@types/bson" "1.x || 4.0.x"
"@types/mongodb" "^3.5.27"
bson "^1.1.4"
kareem "2.3.2"
mongodb "3.7.3"
mongoose-legacy-pluralize "1.0.2"
mpath "0.8.4"
mquery "3.2.5"
ms "2.1.2"
optional-require "1.0.x"
regexp-clone "1.0.0"
safe-buffer "5.2.1"
sift "13.5.2"
sliced "1.0.1"
mpath@0.8.4:
version "0.8.4"
resolved "https://registry.yarnpkg.com/mpath/-/mpath-0.8.4.tgz#6b566d9581621d9e931dd3b142ed3618e7599313"
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mquery@3.2.5:
version "3.2.5"
resolved "https://registry.yarnpkg.com/mquery/-/mquery-3.2.5.tgz#8f2305632e4bb197f68f60c0cffa21aaf4060c51"
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dependencies:
bluebird "3.5.1"
debug "3.1.0"
regexp-clone "^1.0.0"
safe-buffer "5.1.2"
sliced "1.0.1"
ms@2.0.0:
version "2.0.0"
resolved "https://registry.yarnpkg.com/ms/-/ms-2.0.0.tgz#5608aeadfc00be6c2901df5f9861788de0d597c8"
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ms@2.1.2:
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ms@2.1.3, ms@^2.1.1:
version "2.1.3"
resolved "https://registry.yarnpkg.com/ms/-/ms-2.1.3.tgz#574c8138ce1d2b5861f0b44579dbadd60c6615b2"
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natural-compare@^1.4.0:
version "1.4.0"
resolved "https://registry.yarnpkg.com/natural-compare/-/natural-compare-1.4.0.tgz#4abebfeed7541f2c27acfb29bdbbd15c8d5ba4f7"
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negotiator@0.6.3:
version "0.6.3"
resolved "https://registry.yarnpkg.com/negotiator/-/negotiator-0.6.3.tgz#58e323a72fedc0d6f9cd4d31fe49f51479590ccd"
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nodemon@^2.0.4:
version "2.0.20"
resolved "https://registry.yarnpkg.com/nodemon/-/nodemon-2.0.20.tgz#e3537de768a492e8d74da5c5813cb0c7486fc701"
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dependencies:
chokidar "^3.5.2"
debug "^3.2.7"
ignore-by-default "^1.0.1"
minimatch "^3.1.2"
pstree.remy "^1.1.8"
semver "^5.7.1"
simple-update-notifier "^1.0.7"
supports-color "^5.5.0"
touch "^3.1.0"
undefsafe "^2.0.5"
nopt@~1.0.10:
version "1.0.10"
resolved "https://registry.yarnpkg.com/nopt/-/nopt-1.0.10.tgz#6ddd21bd2a31417b92727dd585f8a6f37608ebee"
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dependencies:
abbrev "1"
normalize-path@^3.0.0, normalize-path@~3.0.0:
version "3.0.0"
resolved "https://registry.yarnpkg.com/normalize-path/-/normalize-path-3.0.0.tgz#0dcd69ff23a1c9b11fd0978316644a0388216a65"
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object-inspect@^1.12.2, object-inspect@^1.9.0:
version "1.12.2"
resolved "https://registry.yarnpkg.com/object-inspect/-/object-inspect-1.12.2.tgz#c0641f26394532f28ab8d796ab954e43c009a8ea"
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object-keys@^1.1.1:
version "1.1.1"
resolved "https://registry.yarnpkg.com/object-keys/-/object-keys-1.1.1.tgz#1c47f272df277f3b1daf061677d9c82e2322c60e"
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object.assign@^4.1.2, object.assign@^4.1.4:
version "4.1.4"
resolved "https://registry.yarnpkg.com/object.assign/-/object.assign-4.1.4.tgz#9673c7c7c351ab8c4d0b516f4343ebf4dfb7799f"
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call-bind "^1.0.2"
define-properties "^1.1.4"
has-symbols "^1.0.3"
object-keys "^1.1.1"
object.entries@^1.1.2:
version "1.1.6"
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dependencies:
call-bind "^1.0.2"
define-properties "^1.1.4"
es-abstract "^1.20.4"
object.values@^1.1.5:
version "1.1.6"
resolved "https://registry.yarnpkg.com/object.values/-/object.values-1.1.6.tgz#4abbaa71eba47d63589d402856f908243eea9b1d"
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call-bind "^1.0.2"
define-properties "^1.1.4"
es-abstract "^1.20.4"
on-finished@2.4.1:
version "2.4.1"
resolved "https://registry.yarnpkg.com/on-finished/-/on-finished-2.4.1.tgz#58c8c44116e54845ad57f14ab10b03533184ac3f"
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dependencies:
ee-first "1.1.1"
once@^1.3.0:
version "1.4.0"
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dependencies:
wrappy "1"
one-time@^1.0.0:
version "1.0.0"
resolved "https://registry.yarnpkg.com/one-time/-/one-time-1.0.0.tgz#e06bc174aed214ed58edede573b433bbf827cb45"
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dependencies:
fn.name "1.x.x"
optional-require@1.0.x:
version "1.0.3"
resolved "https://registry.yarnpkg.com/optional-require/-/optional-require-1.0.3.tgz#275b8e9df1dc6a17ad155369c2422a440f89cb07"
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optional-require@^1.1.8:
version "1.1.8"
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dependencies:
require-at "^1.0.6"
optionator@^0.9.1:
version "0.9.1"
resolved "https://registry.yarnpkg.com/optionator/-/optionator-0.9.1.tgz#4f236a6373dae0566a6d43e1326674f50c291499"
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dependencies:
deep-is "^0.1.3"
fast-levenshtein "^2.0.6"
levn "^0.4.1"
prelude-ls "^1.2.1"
type-check "^0.4.0"
word-wrap "^1.2.3"
parent-module@^1.0.0:
version "1.0.1"
resolved "https://registry.yarnpkg.com/parent-module/-/parent-module-1.0.1.tgz#691d2709e78c79fae3a156622452d00762caaaa2"
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dependencies:
callsites "^3.0.0"
parseurl@~1.3.3:
version "1.3.3"
resolved "https://registry.yarnpkg.com/parseurl/-/parseurl-1.3.3.tgz#9da19e7bee8d12dff0513ed5b76957793bc2e8d4"
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path-is-absolute@^1.0.0:
version "1.0.1"
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path-key@^3.1.0:
version "3.1.1"
resolved "https://registry.yarnpkg.com/path-key/-/path-key-3.1.1.tgz#581f6ade658cbba65a0d3380de7753295054f375"
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path-parse@^1.0.7:
version "1.0.7"
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path-to-regexp@0.1.7:
version "0.1.7"
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picomatch@^2.0.4, picomatch@^2.2.1:
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prelude-ls@^1.2.1:
version "1.2.1"
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process-nextick-args@~2.0.0:
version "2.0.1"
resolved "https://registry.yarnpkg.com/process-nextick-args/-/process-nextick-args-2.0.1.tgz#7820d9b16120cc55ca9ae7792680ae7dba6d7fe2"
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progress@^2.0.0:
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proxy-addr@~2.0.7:
version "2.0.7"
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dependencies:
forwarded "0.2.0"
ipaddr.js "1.9.1"
pstree.remy@^1.1.8:
version "1.1.8"
resolved "https://registry.yarnpkg.com/pstree.remy/-/pstree.remy-1.1.8.tgz#c242224f4a67c21f686839bbdb4ac282b8373d3a"
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punycode@^2.1.0:
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qs@6.11.0:
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dependencies:
side-channel "^1.0.4"
range-parser@~1.2.1:
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raw-body@2.5.1:
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dependencies:
bytes "3.1.2"
http-errors "2.0.0"
iconv-lite "0.4.24"
unpipe "1.0.0"
readable-stream@^2.3.5:
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dependencies:
core-util-is "~1.0.0"
inherits "~2.0.3"
isarray "~1.0.0"
process-nextick-args "~2.0.0"
safe-buffer "~5.1.1"
string_decoder "~1.1.1"
util-deprecate "~1.0.1"
readable-stream@^3.4.0, readable-stream@^3.6.0:
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string_decoder "^1.1.1"
util-deprecate "^1.0.1"
readdirp@~3.6.0:
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resolved "https://registry.yarnpkg.com/readdirp/-/readdirp-3.6.0.tgz#74a370bd857116e245b29cc97340cd431a02a6c7"
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dependencies:
picomatch "^2.2.1"
regexp-clone@1.0.0, regexp-clone@^1.0.0:
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regexp.prototype.flags@^1.4.3:
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call-bind "^1.0.2"
define-properties "^1.1.3"
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setprototypeof@1.2.0:
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semver "~7.0.0"
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lodash.truncate "^4.4.2"
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string-width "^4.2.3"
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text-hex@1.0.x:
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dependencies:
is-number "^7.0.0"
toidentifier@1.0.1:
version "1.0.1"
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touch@^3.1.0:
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dependencies:
nopt "~1.0.10"
triple-beam@^1.3.0:
version "1.3.0"
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tsconfig-paths@^3.14.1:
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dependencies:
"@types/json5" "^0.0.29"
json5 "^1.0.1"
minimist "^1.2.6"
strip-bom "^3.0.0"
type-check@^0.4.0, type-check@~0.4.0:
version "0.4.0"
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dependencies:
prelude-ls "^1.2.1"
type-fest@^0.20.2:
version "0.20.2"
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type-is@~1.6.18:
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dependencies:
media-typer "0.3.0"
mime-types "~2.1.24"
typed-function@^2.0.0:
version "2.1.0"
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unbox-primitive@^1.0.2:
version "1.0.2"
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call-bind "^1.0.2"
has-bigints "^1.0.2"
has-symbols "^1.0.3"
which-boxed-primitive "^1.0.2"
undefsafe@^2.0.5:
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unpipe@1.0.0, unpipe@~1.0.0:
version "1.0.0"
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uri-js@^4.2.2:
version "4.4.1"
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dependencies:
punycode "^2.1.0"
util-deprecate@^1.0.1, util-deprecate@~1.0.1:
version "1.0.2"
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utils-merge@1.0.1:
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v8-compile-cache@^2.0.3:
version "2.3.0"
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vary@~1.1.2:
version "1.1.2"
resolved "https://registry.yarnpkg.com/vary/-/vary-1.1.2.tgz#2299f02c6ded30d4a5961b0b9f74524a18f634fc"
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which-boxed-primitive@^1.0.2:
version "1.0.2"
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dependencies:
is-bigint "^1.0.1"
is-boolean-object "^1.1.0"
is-number-object "^1.0.4"
is-string "^1.0.5"
is-symbol "^1.0.3"
which@^2.0.1:
version "2.0.2"
resolved "https://registry.yarnpkg.com/which/-/which-2.0.2.tgz#7c6a8dd0a636a0327e10b59c9286eee93f3f51b1"
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dependencies:
isexe "^2.0.0"
winston-transport@^4.5.0:
version "4.5.0"
resolved "https://registry.yarnpkg.com/winston-transport/-/winston-transport-4.5.0.tgz#6e7b0dd04d393171ed5e4e4905db265f7ab384fa"
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dependencies:
logform "^2.3.2"
readable-stream "^3.6.0"
triple-beam "^1.3.0"
winston@^3.3.3:
version "3.8.2"
resolved "https://registry.yarnpkg.com/winston/-/winston-3.8.2.tgz#56e16b34022eb4cff2638196d9646d7430fdad50"
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dependencies:
"@colors/colors" "1.5.0"
"@dabh/diagnostics" "^2.0.2"
async "^3.2.3"
is-stream "^2.0.0"
logform "^2.4.0"
one-time "^1.0.0"
readable-stream "^3.4.0"
safe-stable-stringify "^2.3.1"
stack-trace "0.0.x"
triple-beam "^1.3.0"
winston-transport "^4.5.0"
word-wrap@^1.2.3:
version "1.2.3"
resolved "https://registry.yarnpkg.com/word-wrap/-/word-wrap-1.2.3.tgz#610636f6b1f703891bd34771ccb17fb93b47079c"
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wrappy@1:
version "1.0.2"
resolved "https://registry.yarnpkg.com/wrappy/-/wrappy-1.0.2.tgz#b5243d8f3ec1aa35f1364605bc0d1036e30ab69f"
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yallist@^4.0.0:
version "4.0.0"
resolved "https://registry.yarnpkg.com/yallist/-/yallist-4.0.0.tgz#9bb92790d9c0effec63be73519e11a35019a3a72"
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