Make crawler smarter #33

Merged
bilal.catic merged 12 commits from make-crawler-smarter into master 2019-09-25 19:15:15 +02:00
12 changed files with 351 additions and 106 deletions

View File

@@ -12,8 +12,6 @@ const AD_CATEGORY = {
CATEGORY_GARAGE: "GARAGE"
};
const IGNORED_USERNAMES = [];
const AD_STATUS = {
STATUS_NORMAL: 1,
STATUS_RESERVED: 2,
@@ -36,7 +34,6 @@ const CRAWLER_AD_TYPE = {
module.exports = {
AD_TYPE,
IGNORED_USERNAMES,
AD_CATEGORY,
AD_STATUS,
AD_AGENCY,

View File

@@ -6,7 +6,10 @@ const APP_URL =
? process.env.APP_URL || "http://market-alarm"
: process.env.APP_URL || `${APP_BASE_URL}:${APP_PORT}`;
const DEFAULT_TIMEZONE = "Europe/Sarajevo";
module.exports = {
APP_PORT,
APP_URL
APP_URL,
DEFAULT_TIMEZONE
};

View File

@@ -13,23 +13,28 @@ const PostgresSaver = require("./savers/postgres");
const crawlers = [
new OlxCrawler(
OLX_CONFIG.OLX_START_PAGE,
OLX_CONFIG.OLX_END_PAGE,
OLX_CONFIG.OLX_MAX_RESULTS_PER_PAGE,
[new PostgresSaver()],
OLX_CONFIG.OLX_CRAWLER_AD_TYPE,
OLX_CONFIG.OLX_CRAWLER_AD_CATEGORIES
OLX_CONFIG.OLX_CRAWLER_AD_CATEGORIES,
OLX_CONFIG.OLX_MAX_PAGES,
OLX_CONFIG.OLX_MAX_RESULTS_PER_PAGE,
OLX_CONFIG.OLX_IGNORED_USERNAMES,
OLX_CONFIG.OLX_DELAY_BETWEEN_PAGES
)
];
async function crawlAll() {
for (let crawler of crawlers) {
try {
await crawler.crawl();
const newRealEstates = await crawler.crawl();
console.log("Number of new real estates : ", newRealEstates.length);
} catch (e) {
console.log("Error crawling. Trying next crawler! ", e);
}
}
}
crawlAll();
(async () => {
await crawlAll();
})();

View File

@@ -2,29 +2,37 @@
require("dotenv").config({ path: "../../.env" });
const { CRAWLER_AD_TYPE, AD_CATEGORY } = require("../common/enums");
const crawlerAdType =
const olxCrawlerAdType =
process.env.OLX_CRAWLER_AD_TYPE !== undefined
? CRAWLER_AD_TYPE[process.env.OLX_CRAWLER_AD_TYPE]
: null;
const parsedCrawlerAdCategories =
const olxParsedCrawlerAdCategories =
process.env.OLX_CRAWLER_AD_CATEGORIES !== undefined
? process.env.OLX_CRAWLER_AD_CATEGORIES.split(",").map(category =>
category.trim()
)
: ["CATEGORY_FLAT", "CATEGORY_HOUSE"];
const transformedCrawlerAdCategories = parsedCrawlerAdCategories
const olxIgnoredUsernames =
process.env.OLX_IGNORED_USERNAMES !== undefined
? process.env.OLX_IGNORED_USERNAMES.split(",").map(username =>
username.trim()
)
: [];
const transformedCrawlerAdCategories = olxParsedCrawlerAdCategories
.map(categoryName => AD_CATEGORY[categoryName])
.filter(category => !!category);
const OLX_CONFIG = {
OLX_START_PAGE: parseInt(process.env.OLX_START_PAGE) || 1,
OLX_END_PAGE: parseInt(process.env.OLX_END_PAGE) || 10,
OLX_MAX_PAGES: parseInt(process.env.OLX_MAX_PAGES) || 500,
OLX_MAX_RESULTS_PER_PAGE:
parseInt(process.env.OLX_MAX_RESULTS_PER_PAGE) || 50,
OLX_CRAWLER_AD_TYPE: crawlerAdType || CRAWLER_AD_TYPE.NONE,
OLX_CRAWLER_AD_CATEGORIES: transformedCrawlerAdCategories
OLX_CRAWLER_AD_TYPE: olxCrawlerAdType || CRAWLER_AD_TYPE.NONE,
OLX_CRAWLER_AD_CATEGORIES: transformedCrawlerAdCategories,
OLX_IGNORED_USERNAMES: olxIgnoredUsernames || [],
OLX_DELAY_BETWEEN_PAGES: parseInt(process.env.OLX_DELAY_BETWEEN_PAGES) || 1000
};
module.exports = {

View File

@@ -1,3 +1,5 @@
const moment = require("moment");
const { bulkUpsertRealEstates } = require("../../helpers/db/realEstate");
class PostgresSaver {
@@ -9,7 +11,33 @@ class PostgresSaver {
async save(results) {
console.log("[POSTGRES] Saving...");
await bulkUpsertRealEstates(results);
const savedRecords = await bulkUpsertRealEstates(results);
if (Array.isArray(savedRecords)) {
const newRealEstates = [];
const existingRealEstates = [];
for (const savedRecord of savedRecords) {
const { createdAt, updatedAt } = savedRecord;
const createdAtMoment = moment.utc(createdAt);
const updatedAtMoment = moment.utc(updatedAt);
if (createdAtMoment.isSame(updatedAtMoment, "second")) {
newRealEstates.push(savedRecord);
} else {
existingRealEstates.push(savedRecord);
}
}
return {
newRecords: newRealEstates,
existingRecords: existingRealEstates
};
} else {
throw { message: "[POSTGRES] Failed to save records" };
}
}
close() {

View File

@@ -1,102 +1,170 @@
"use strict";
let fetch = require("node-fetch");
let cheerio = require("cheerio");
const fetch = require("node-fetch");
const cheerio = require("cheerio");
const Promise = require("bluebird");
const moment = require("moment-timezone");
const {
AD_TYPE,
AD_CATEGORY,
IGNORED_USERNAMES,
AD_AGENCY,
AD_STATUS,
CRAWLER_AD_TYPE
} = require("../../common/enums");
const { DEFAULT_TIMEZONE } = require("../../config/appConfig");
const OLX_ENUMS = {
OLX_AD_TYPE: {},
OLX_AD_CATEGORY: {},
MAX_DETAIL_FIELDS: 30
OLX_AD_TYPE: {
[CRAWLER_AD_TYPE.ALL]: "",
[CRAWLER_AD_TYPE.ONLY_SELL]: "&vrsta=samoprodaja",
[CRAWLER_AD_TYPE.ONLY_RENT]: "&vrsta=samoizdavanje"
},
OLX_AD_CATEGORY: {
[AD_CATEGORY.CATEGORY_FLAT]: "&kategorija=23",
[AD_CATEGORY.CATEGORY_HOUSE]: "&kategorija=24",
[AD_CATEGORY.CATEGORY_LAND]: "&kategorija=29",
[AD_CATEGORY.CATEGORY_OFFICE]: "&kategorija=25",
[AD_CATEGORY.CATEGORY_APARTMENT]: "&kategorija=27",
[AD_CATEGORY.CATEGORY_GARAGE]: "&kategorija=30"
},
MAX_DETAIL_FIELDS: 30,
OLX_PUBLISHED_DATE_FORMAT: "DD.MM.YYYY. u HH:mm",
OLX_RENEWED_DATE_FORMAT: "DD.MM.YYYY. u HH:mm"
};
OLX_ENUMS.OLX_AD_TYPE[CRAWLER_AD_TYPE.ALL] = "";
OLX_ENUMS.OLX_AD_TYPE[CRAWLER_AD_TYPE.ONLY_SELL] = "&vrsta=samoprodaja";
OLX_ENUMS.OLX_AD_TYPE[CRAWLER_AD_TYPE.ONLY_RENT] = "&vrsta=samoizdavanje";
OLX_ENUMS.OLX_AD_CATEGORY[AD_CATEGORY.CATEGORY_FLAT] = "&kategorija=23";
OLX_ENUMS.OLX_AD_CATEGORY[AD_CATEGORY.CATEGORY_HOUSE] = "&kategorija=24";
OLX_ENUMS.OLX_AD_CATEGORY[AD_CATEGORY.CATEGORY_LAND] = "&kategorija=29";
OLX_ENUMS.OLX_AD_CATEGORY[AD_CATEGORY.CATEGORY_OFFICE] = "&kategorija=25";
OLX_ENUMS.OLX_AD_CATEGORY[AD_CATEGORY.CATEGORY_APARTMENT] = "&kategorija=27";
OLX_ENUMS.OLX_AD_CATEGORY[AD_CATEGORY.CATEGORY_GARAGE] = "&kategorija=30";
class OlxCrawler {
constructor(
fromPage = 1,
toPage = 10,
maxResults = 1000,
savers = [],
crawlerAdTypes = CRAWLER_AD_TYPE.ALL,
crawlerAdCategories = [
AD_CATEGORY.CATEGORY_FLAT,
AD_CATEGORY.CATEGORY_HOUSE
]
],
maxPages = 1000,
maxResultsPerPage = 100,
ignoredUsernames = [],
delayBetweenPages = 1000
) {
this.fromPage = fromPage;
this.toPage = toPage;
this.maxResults = maxResults;
this.savers = savers;
this.baseUrl = "https://www.olx.ba/pretraga?sort_order=desc&sort_po=datum";
this.crawlerAdTypes = crawlerAdTypes;
this.crawlerAdCategories = crawlerAdCategories;
this.maxPages = maxPages;
this.maxResultsPerPage = maxResultsPerPage;
this.ignoredUsernames = ignoredUsernames;
this.delayBetweenPages = delayBetweenPages;
}
async crawl() {
console.log("[OLX] Crawler started");
const crawlAdTypes = this.crawlerAdTypes;
const crawlAdCategories = this.crawlerAdCategories;
const urlWithAdTypeFilter = `${this.baseUrl}${OLX_ENUMS.OLX_AD_TYPE[crawlAdTypes]}`;
const newRealEstates = [];
if (crawlAdCategories && crawlAdTypes) {
const asyncPagesIndexingByCategory = [];
if (crawlAdCategories) {
const indexGenerators = [];
for (const adCategory of crawlAdCategories) {
asyncPagesIndexingByCategory.push(
this.indexPages(
`${urlWithAdTypeFilter}${OLX_ENUMS.OLX_AD_CATEGORY[adCategory]}`
)
);
indexGenerators.push(this.categoryIndexer(adCategory));
}
await Promise.all(asyncPagesIndexingByCategory);
let done = false;
while (!done) {
const categoryIndexerPromises = [];
const generatorsToRemove = [];
for (const indexGenerator of indexGenerators) {
categoryIndexerPromises.push(indexGenerator.next());
generatorsToRemove.push(false);
}
const singlePageResults = await Promise.all(categoryIndexerPromises);
const entries = singlePageResults.entries();
for (const [index, { value: singlePageResult }] of entries) {
if (singlePageResult) {
const saveResults = await this.saveCrawledResults(singlePageResult);
const { newRecords, existingRecords } = saveResults;
newRealEstates.push(...newRecords);
for (const existingRecord of existingRecords) {
const { publishedDate, renewedDate } = existingRecord;
const publishedDateMoment = moment.utc(publishedDate);
const renewedDateMoment = moment.utc(renewedDate);
const stopCrawlingThisCategory = publishedDateMoment.isSame(
renewedDateMoment,
"minute"
);
if (stopCrawlingThisCategory) {
generatorsToRemove[index] = true;
// console.log("\tGenerator ", index + 1, "has no more new ads");
break;
}
}
} else {
//Generator returned undefined, remove this generator from array
generatorsToRemove[index] = true;
// console.log("Generator ", index + 1, "has no more pages");
}
}
// console.log("Generators state : ", generatorsToRemove);
for (let i = generatorsToRemove.length - 1; i >= 0; i--) {
if (generatorsToRemove[i]) {
// console.log("\tRemove generator ", i + 1);
indexGenerators.splice(i, 1);
}
}
if (indexGenerators.length === 0) {
done = true;
}
await this.sleep(this.delayBetweenPages);
}
}
console.log("[OLX] Crawler finished");
return newRealEstates;
}
async indexPages(url) {
const startPage = this.fromPage;
const endPage = this.toPage;
const maxResultsPerPage = this.maxResults;
async *categoryIndexer(adCategory) {
let pageToIndex = 1;
for (let pageNumber = startPage; pageNumber <= endPage; pageNumber++) {
const singlePageResults = await this.indexSinglePage(
url,
pageNumber,
maxResultsPerPage
);
await this.saveCrawledResults(singlePageResults);
await this.sleep(5000);
const urlAdTypePart = OLX_ENUMS.OLX_AD_TYPE[this.crawlerAdTypes];
const urlCategoryPart = OLX_ENUMS.OLX_AD_CATEGORY[adCategory];
if (urlAdTypePart && urlCategoryPart) {
while (true) {
const urlPageToCrawl = `${this.baseUrl}${urlAdTypePart}${urlCategoryPart}&stranica=${pageToIndex}`;
const singlePageResults = await this.indexSinglePage(
urlPageToCrawl,
this.maxResultsPerPage
);
if (Array.isArray(singlePageResults) && singlePageResults.length > 0) {
yield singlePageResults;
} else {
return undefined;
}
++pageToIndex;
if (pageToIndex === this.maxPages) {
return undefined;
}
}
} else {
return undefined;
}
}
async indexSinglePage(urlWithoutPageNumber, pageNumber, maxResultsPerPage) {
async indexSinglePage(url, maxResultsPerPage) {
try {
const url = `${urlWithoutPageNumber}&stranica=${pageNumber}`;
const res = await fetch(url);
const body = await res.text();
const $ = cheerio.load(body);
let hrefs = [];
const singlePageResults = [];
$("#rezultatipretrage")
.find(".listitem")
@@ -113,50 +181,60 @@ class OlxCrawler {
let actualNoOfResults =
hrefs.length <= maxResultsPerPage ? hrefs.length : maxResultsPerPage;
const asyncScraping = [];
for (let i = 0; i < actualNoOfResults; i++) {
console.log(`Scraping : ${hrefs[i]}`);
const adData = await this.scrapeAd(hrefs[i]);
if (adData) {
singlePageResults.push(adData);
}
await this.sleep(500);
asyncScraping.push(this.scrapeAd(hrefs[i]));
}
return singlePageResults;
const scrapedData = await Promise.all(asyncScraping);
const filteredScrapedData = scrapedData.filter(adData => !!adData);
return filteredScrapedData;
} catch (e) {
console.error("Exception caught:" + e);
return [];
}
}
async scrapeAd(url) {
//console.log("Scraping : ", url);
try {
const adPageSource = await fetch(url);
const body = await adPageSource.text();
const $ = cheerio.load(body);
let status = AD_STATUS.STATUS_NORMAL;
const username = $(
"#lg > div.desno2.profil > div:nth-child(2) > div.vrsta1.vrsta_desno > a > div.username > span"
).text();
const propertySelectors = {
username:
"#lg > div.desno2.profil > div:nth-child(2) > div.vrsta1.vrsta_desno > a > div.username > span",
title: "#naslovartikla",
descriptions: ".artikal_detaljniopis_tekst",
category:
"#artikal_glavni_div > div.artikal_lijevo > div:nth-child(3) > div > span:nth-child(3) > a > span"
};
if (IGNORED_USERNAMES.includes((username || "").toLowerCase())) {
const username = $(propertySelectors.username)
.text()
.trim();
if (this.ignoredUsernames.includes((username || "").toLowerCase())) {
return null;
}
const title = $("#naslovartikla").text();
const descriptions = $(".artikal_detaljniopis_tekst");
const category = $(
"#artikal_glavni_div > div.artikal_lijevo > div:nth-child(3) > div > span:nth-child(3) > a > span"
).text();
const title = $(propertySelectors.title)
.text()
.trim();
const descriptions = $(propertySelectors.descriptions);
const category = $(propertySelectors.category)
.text()
.trim();
//====== PRICE DETECTION AND EXTRACTION =====
let price = null;
const normalPriceValue = $("#pc > p:nth-child(2)").text();
const urgentPriceValue = $(
"#artikal_glavni_div > div.artikal_lijevo > div:nth-child(5) > p"
).text();
)
.text()
.trim();
if (normalPriceValue && normalPriceValue.length > 0) {
price = normalPriceValue;
@@ -208,6 +286,39 @@ class OlxCrawler {
}
const olxIdFieldSelector = `#artikal_glavni_div > div.artikal_lijevo > div:nth-child(${otherInformationDivId}) > div:nth-child(4)`;
const publishedDateValueSelector = `#artikal_glavni_div > div.artikal_lijevo > div:nth-child(${otherInformationDivId}) > div:nth-child(3) > div.df2.neanimiraj > time`;
const renewedDateFullValueSelector = `#artikal_glavni_div > div.artikal_lijevo > div.op.ob.pop`;
const publishedDate = $(publishedDateValueSelector)
.text()
.trim();
const publishedDateMoment = moment.tz(
publishedDate,
OLX_ENUMS.OLX_PUBLISHED_DATE_FORMAT,
DEFAULT_TIMEZONE
);
if (!publishedDateMoment.isValid()) {
throw { message: "Invalid published date ! Check parsing format" };
}
const renewedDate = $(renewedDateFullValueSelector)
.data("content")
.trim();
const renewedDateMoment = moment.tz(
renewedDate,
OLX_ENUMS.OLX_RENEWED_DATE_FORMAT,
DEFAULT_TIMEZONE
);
if (!renewedDateMoment) {
throw {
message:
"Invalid renewed date ! Check how parser parsed renewed date text"
};
}
adType = $(
`#artikal_glavni_div > div.artikal_lijevo > div:nth-child(${otherInformationDivId}) > div:nth-child(2) > div.df2`
@@ -262,7 +373,9 @@ class OlxCrawler {
const time = $("time").attr("datetime");
const numberOfViews = $(
"#artikal_glavni_div > div.artikal_lijevo > div:nth-child(18) > div:nth-child(6) > div.df2"
).text();
)
.text()
.trim();
//===========================================
//=========================================
@@ -300,8 +413,14 @@ class OlxCrawler {
price: parsedPrice,
area: parsedArea,
gardenSize: parsedGardenSize,
shortDescription: descriptions.first().text(),
longDescription: descriptions.last().text(),
shortDescription: descriptions
.first()
.text()
.trim(),
longDescription: descriptions
.last()
.text()
.trim(),
streetNumber: 0,
streetName: "",
locality: "",
@@ -312,7 +431,9 @@ class OlxCrawler {
country: "",
locationLat,
locationLong,
adStatus: status
adStatus: status,
publishedDate: publishedDateMoment.toISOString(),
renewedDate: renewedDateMoment.toISOString()
};
return data;
@@ -334,6 +455,8 @@ class OlxCrawler {
return AD_CATEGORY.CATEGORY_HOUSE;
case "Poslovni prostori":
return AD_CATEGORY.CATEGORY_OFFICE;
case "Apartmani":
return AD_CATEGORY.CATEGORY_APARTMENT;
default:
return undefined;
}
@@ -370,6 +493,58 @@ class OlxCrawler {
return parseFloat(formattedPriceText);
}
parseRenewedDate(renewedDateText) {
const currentMoment = moment.tz(DEFAULT_TIMEZONE);
if (renewedDateText.includes("Prije mjesec dana")) {
return currentMoment.add(-1, "month");
}
if (renewedDateText.includes("Jučer")) {
return currentMoment.add(-1, "day");
}
if (renewedDateText.includes("Prije sat")) {
return currentMoment.add(-1, "hour");
}
if (renewedDateText.includes("dan")) {
// format for this case should be "Prije N dana" or "Prije N dan"
const dateParts = renewedDateText.split(" ");
if (dateParts[0] === "Prije") {
const numberOfDays = parseInt(dateParts[1]);
return currentMoment.add(-1 * numberOfDays, "days");
} else {
return undefined;
}
}
if (renewedDateText.includes("sat")) {
const dateParts = renewedDateText.split(" ");
const parsedHours =
dateParts && dateParts.length > 2 ? parseInt(dateParts[1]) : undefined;
if (!parsedHours) {
return undefined;
}
return currentMoment.add(-1 * parsedHours, "hours");
}
const todayVariations = ["min", "sekund", "maloprije"];
for (const todayVariation of todayVariations) {
if (renewedDateText.includes(todayVariation)) {
return currentMoment;
}
}
const renewedDateMoment = moment.tz(
renewedDateText,
OLX_ENUMS.OLX_RENEWED_DATE_FORMAT,
DEFAULT_TIMEZONE
);
return renewedDateMoment.isValid() ? renewedDateMoment : undefined;
}
async sleep(ms) {
return new Promise(resolve => setTimeout(resolve, ms));
}
@@ -377,9 +552,13 @@ class OlxCrawler {
async saveCrawledResults(results) {
const savers = this.savers;
for (const saver of savers) {
await saver.save(results);
}
// for (const saver of savers) {
// await saver.save(results);
// }
//For now, we use only Postgres saver, so ...
return await savers[0].save(results);
//so that we can use some sequelize options and information when data is inserted
}
}

View File

@@ -23,10 +23,13 @@ const bulkUpsertRealEstates = async realEstateData => {
"longDescription",
"gardenSize",
"adStatus",
"updatedAt"
"updatedAt",
"renewedDate"
];
return await db.RealEstate.bulkCreate(realEstateData, {
updateOnDuplicate: fieldsToUpdateIfDuplicate
updateOnDuplicate: fieldsToUpdateIfDuplicate,
returning: true
});
} catch (e) {
console.log("Error bulk upserting realEstates : ", e);

View File

@@ -0,0 +1,21 @@
"use strict";
module.exports = {
up: (queryInterface, Sequelize) => {
return Promise.all([
queryInterface.addColumn("RealEstates", "publishedDate", {
type: Sequelize.DATE
}),
queryInterface.addColumn("RealEstates", "renewedDate", {
type: Sequelize.DATE
})
]);
},
down: (queryInterface, Sequelize) => {
return Promise.all([
queryInterface.removeColumn("RealEstates", "renewedDate"),
queryInterface.removeColumn("RealEstates", "publishedDate")
]);
}
};

View File

@@ -43,14 +43,12 @@ module.exports = (sequelize, DataTypes) => {
country: DataTypes.TEXT,
locationLat: DataTypes.REAL,
locationLong: DataTypes.REAL,
lastTimeCrawled: {
type: DataTypes.DATE,
allowNull: false
},
title: DataTypes.TEXT,
shortDescription: DataTypes.TEXT,
longDescription: DataTypes.TEXT,
adStatus: DataTypes.INTEGER
adStatus: DataTypes.INTEGER,
publishedDate: DataTypes.DATE,
renewedDate: DataTypes.DATE
});
RealEstate.associate = models => {

View File

@@ -16,8 +16,9 @@ SOURCE_EMAIL=info@saburly.com
#=============== CRAWLER SETTINGS===============#
#==OLX==
OLX_START_PAGE=Crawler starts from this page
OLX_END_PAGE=Crawler ends with this page (including this page)
OLX_MAX_PAGES=Restrict crawler to this number of pages
OLX_MAX_RESULTS_PER_PAGE=Only this number or less results from one page will be scraped and saved
OLX_CRAWLER_AD_TYPE=enum name of what type of ads should be crawled, check common/enums.js file for valid values
OLX_CRAWLER_AD_CATEGORIES=comma separated list of enum names of categories to be included, check common/enums.js file for valid values
OLX_IGNORED_USERNAMES=comma separated list of usernames to ignore
OLX_DELAY_BETWEEN_PAGES=time in miliseconds to wait before indexing next page

6
package-lock.json generated
View File

@@ -2697,9 +2697,9 @@
"integrity": "sha512-bV7f+6l2QigeBBZSM/6yTNq4P2fNpSWj/0e7jQcy87A8e7o2nAfP/34/2ky5Vw4B9S446EtIhodAzkFCcR4dQg=="
},
"moment-timezone": {
"version": "0.5.25",
"resolved": "https://registry.npmjs.org/moment-timezone/-/moment-timezone-0.5.25.tgz",
"integrity": "sha512-DgEaTyN/z0HFaVcVbSyVCUU6HeFdnNC3vE4c9cgu2dgMTvjBUBdBzWfasTBmAW45u5OIMeCJtU8yNjM22DHucw==",
"version": "0.5.26",
"resolved": "https://registry.npmjs.org/moment-timezone/-/moment-timezone-0.5.26.tgz",
"integrity": "sha512-sFP4cgEKTCymBBKgoxZjYzlSovC20Y6J7y3nanDc5RoBIXKlZhoYwBoZGe3flwU6A372AcRwScH8KiwV6zjy1g==",
"requires": {
"moment": ">= 2.9.0"
}

View File

@@ -34,6 +34,8 @@
"express": "^4.16.4",
"express-ejs-layouts": "^2.5.0",
"express-layout": "^0.1.0",
"moment": "^2.24.0",
"moment-timezone": "^0.5.26",
"node-fetch": "^2.3.0",
"node-schedule": "^1.3.2",
"pg": "^7.10.0",