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etape_creation_attributes_big_dataset.js
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etape_creation_attributes_big_dataset.js
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var stringSimilarity = require("string-similarity");
db.small_tweets_aggUser_generated_caracteristics.aggregate([
{
$addFields: {
follow_popularity: {
$divide: [
{ $subtract: ["$followers", 0] },
{ $subtract: [42198046, 0] },
],
},
group_popularity: {
$divide: [
{ $subtract: ["$groups_count", 0] },
{ $subtract: [195389, 0] },
],
},
hashtags_freq: {
$divide: [
{
$function: {
body: function(tweets) {
var hashtagsLength = 0;
tweets.forEach((tweet) => {
hashtagsLength = hashtagsLength + tweet.hashtags.length;
});
return hashtagsLength;
},
args: ["$tweets"],
lang: "js",
},
},
{
$size : "$tweets"
}
],
},
mentions_freq: {
$divide: [
{
$function: {
body: function(tweets) {
var mentionsLength = 0;
tweets.forEach((tweet) => {
mentionsLength = mentionsLength + tweet.mentions_count;
});
return mentionsLength;
},
args: ["$tweets"],
lang: "js",
},
},
{
$size : "$tweets"
}
],
},
verified_badge: "$verified",
url_freq: {
$divide: [
{
$function: {
body: function(tweets) {
var urlLength = 0;
tweets.forEach((tweet) => {
urlLength = urlLength + tweet.urls.length;
});
return urlLength;
},
args: ["$tweets"],
lang: "js",
},
},
{
$size : "$tweets"
}
],
},
date_of_creation_account:{
$function: {
body: function(date) {
return (((Date.parse(date)-Date.parse('Mon Jul 05 19:52:46 +0000 2006'))/(Date.parse('Sun Jun 17 16:55:46 +0000 2018')-Date.parse('Mon Jul 05 19:52:46 +0000 2006'))))
},
args: ["$user_created_at"],
lang: "js",
},
},
tweets_frequency:{
$function: {
body: function(tweets, date) {
var oldest_date = null;
if(tweets.length == 1){
oldest_date = tweets[0].created_at;
}else{
var oldest_date = tweets[0].created_at;
tweets.forEach((tweet) => {
if(Date.parse(tweet.created_at) > Date.parse(oldest_date)){
oldest_date = tweet.created_at
}
})
}
oldest_date = Date.parse(oldest_date);
return (tweets.length/(oldest_date - Date.parse(date)))*1000
},
args: ["$tweets","$user_created_at"],
lang: "js",
},
},
tweet_length:{
$function: {
body: function(tweets) {
let tweets_length = 0;
if(tweets.length == 0){
return 0
}
tweets.forEach((tweet)=>{
tweets_length = tweets_length + tweet.text.length;
})
return tweets_length/tweets.length
},
args: ["$tweets"],
lang: "js",
},
},
},
},{$out :"small_tweets_final_with_text"}], {allowDiskUse:true}
);
//ATTENTION L.111 le facteur x1000 corrige une erreur inconnue (facteur 10^3 entre le test et le code)