Monthly Archives: March 2025

8 points that right and homosexual lovers do differently

I do believe all of us are different flavours during the stirring pot of existence, therefore we do things in a different way. That is what makes us distinctive and develops us up as mankind. It is amusing observe just how various we are as men and women, and how gay and directly lovers carry out acts in different ways.



1. Exes as buddies


Ask any man about their ex, in which he’ll state – oh we miss the girl, or oh we adored the woman she smashed my personal heart. But if you see it, gay couples have the advantageous asset of in fact becoming same-sex friends, which can be just what all straight men and ladies have actually originally. Gay partners are often cooler about exes, just like the area is indeed tightly knit and bonded collectively. So that the the next occasion some one claims, “Bro I just found your ex”. Do not surprised should they state, “Yeah I just met him a minute back. We are nevertheless buddies.” Direct people might never discover this platonic fascination with an ex.



2. Renting everywhere


It’s next to impossible for a direct few getting a flat anywhere. From eying aunties to strict uncles, it’s difficult getting directly. You can’t lease a residence if you are unmarried, but if you’re gay you can easily literally live anywhere any time. No one will concern you, because every aunty and uncle’s fantasy is always to have two young men or twogirls living under one roof, as nothing ‘naughty’ will happen. Very little carry out they are aware.




3. usefulness and love


You probably know how every movie ever produced creates love off to end up being this seemingly impossible thing to grasp? Really, since there aren’t that lots of gay partners depicted from the big screen, homosexual lovers will find it out on their own. Men aren’t likely to buy flowers for other guys, and women aren’t waiting to be sitting in a restaurant. Almost talking, gay lovers have less baggage from the term ‘love’.


Associated reading:

So who could be the woman and that is the child in a same-sex union?



4. Communication and enjoyment


You never know a person’s human anatomy a lot better than a guy? Same for women. Gay partners know what their particular partners like and will pick-up cues and body language changes to give all of them the satisfaction they need. Straight couples? Well, we still must figure our very own way to avoid it on that one.




5. Hobbies and occasions


Stereotypes apart, just who better to hang out with than a ‘bro’ or a ‘BFF’? Straight couples have a large problem of this type in which we need to enjoy a cricket match, but the spouses wanna view Big Boss. Gay couples see both! Challenge resolved.

They know how exactly to celebration



6. No force of children


What is the one thing that all moms and dads let you know when you have attained age 25 years or more? ”

Beta shaadi karle

.” All this drama about relationship and children places immense force on right lovers and that can fracture their own relationship long-lasting. Right couples have to go through high priced marriage and young ones planning. Basically, they have to become ‘settled’. Gay lovers get to drive through this journey labeled as life with double the earnings and none regarding the kids.


Get your amount of relationship information from Bonobology inside your email



7. colder events


Gay folks work it regarding dance flooring.

Actually visited a right celebration? Yeah, it’s dull, correct? Same exact night-club, very same DJ, very same folks. Gays and lesbians know-all ideal spots, music and other people in the city, and additionally they know how to party! Direct men and women have an 11 pm due date because it’s a working week-end. Gay folks function it regarding the dancing floor.




8. colder parades


Ever gone to a gay pride procession? I did so, and it ended up being incredible! The sights, the sounds, the colours, the fabulousness of it all had been unbelievable. Direct people couldn’t throw a parade if their unique physical lives dependent on it. We might just generate a tiny banner and limited presenter. Becoming a gay pair and partying in a gay pleasure procession is a transformational experience for anyone!

We are all crazy, are not we? men on gay or right. But of course you like differently!

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Optimisation avancée de la segmentation comportementale par l’intégration de méthodes statistiques et machine learning pour le marketing par email

1. Comprendre en détail la méthodologie de segmentation comportementale pour l’email marketing

a) Définir précisément les types de données comportementales pertinentes

Pour une segmentation comportementale fine, il est impératif d’identifier et de collecter des données granularisées telles que :

  • Clés d’interaction : clics sur des liens spécifiques dans les emails, taux d’ouverture, temps passé sur chaque contenu.
  • Parcours utilisateur : navigation sur le site, pages visitées, parcours de conversion ou d’abandon.
  • Interactions en temps réel : événements sur app mobile, interactions sur réseaux sociaux, engagement avec des notifications push.

Ces données doivent être collectées via des outils de tracking avancés, tels que des scripts JavaScript pour le web, des SDK pour mobile, et intégrés dans un Data Management Platform (DMP) ou un CRM capable de stocker en temps réel.

b) Mettre en place une architecture de collecte de données en temps réel

L’architecture doit permettre une intégration fluide entre plusieurs sources de données :

  • API RESTful : pour récupérer en continu les événements des plateformes web et mobiles.
  • Outils d’analyse comportementale : Google Analytics 4 avec l’export BigQuery, Mixpanel, Pendo, ou Segment pour centraliser les flux.
  • CRM et outils de tracking personnalisé : intégration avec Salesforce, HubSpot, ou autres solutions propriétaires via des webhooks et scripts ETL.

L’étape clé consiste à utiliser des « listeners » et des scripts de collecte en temps réel, déployés sur chaque canal, pour alimenter un data lake ou une base NoSQL (par exemple, MongoDB, DynamoDB) avec une architecture event-driven.

c) Élaborer un plan de modélisation des segments basé sur des indicateurs comportementaux spécifiques

Le processus de modélisation consiste à définir des indicateurs clés (KPIs) comportementaux, tels que :

  • Fréquence d’interaction : nombre de visites ou d’actions sur une période donnée.
  • Intensité d’engagement : durée moyenne de session, taux de clics par contenu.
  • Reactivité aux campagnes : taux d’ouverture ou de clics suite à une diffusion spécifique.
  • Trajectoires de conversion : séquences d’actions menant à l’achat ou à l’abandon.

Ces indicateurs servent à construire des modèles probabilistes ou des scores d’engagement, à l’aide de techniques statistiques avancées, comme la modélisation de Markov ou l’analyse de séries temporelles.

d) Étudier les limites et biais possibles dans la collecte et l’interprétation des données comportementales

Il est essentiel de reconnaître :

  • Les biais de sélection : certains segments peuvent être sous-représentés si la collecte de données n’est pas homogène.
  • Les valeurs aberrantes : comportements extrêmes ou anomalies (ex : clics automatiques) qui faussent la modélisation.
  • Les biais temporels : comportements saisonniers ou liés à des événements ponctuels doivent être normalisés.
  • Les biais liés à la vie privée : respecter la RGPD en anonymisant ou pseudonymisant les données sensibles.

Une étape fondamentale pour limiter ces biais consiste à effectuer une validation croisée régulière, en utilisant des échantillons indépendants, et à ajuster les modèles en fonction des biais détectés.

e) Analyser des études de cas pour illustrer la construction initiale d’un modèle de segmentation comportementale efficace

Par exemple, une grande enseigne de retail en France a utilisé des données de navigation et d’interaction pour segmenter ses clients en micro-groupes :

  • Micro-segment 1 : clients réguliers, navigation fréquente, mais faible taux d’achat.
  • Micro-segment 2 : clients occasionnels, forte réactivité à certaines campagnes saisonnières.
  • Micro-segment 3 : clients à risque de churn, comportement de désengagement progressif.

L’utilisation d’un modèle de classification basé sur k-means avec des indicateurs normalisés a permis de créer ces segments automatiquement, puis d’automatiser leur mise à jour à chaque nouvelle collecte, garantissant ainsi une précision de ciblage améliorée.

2. Mise en œuvre technique avancée de la segmentation : du traitement des données à la création des segments

a) Nettoyer et normaliser les données comportementales pour assurer leur cohérence

Avant toute modélisation, il est impératif de traiter les données brutes :

  1. Détection et suppression des valeurs aberrantes : utiliser des techniques comme l’écart interquartile (IQR) ou l’analyse de Z-score pour éliminer les outliers.
  2. Gestion des données manquantes : appliquer l’imputation par la moyenne, la médiane, ou des méthodes avancées comme la régression ou KNN.
  3. Normalisation : standardiser ou normaliser les variables (ex : Min-Max, Z-score) pour assurer une échelle cohérente, essentielle pour les algorithmes de clustering.

L’automatisation de ce processus peut être réalisée via des scripts Python utilisant Pandas et Scikit-learn, en intégrant ces étapes dans un pipeline ETL robuste.

b) Appliquer des méthodes statistiques et algorithmiques pour la segmentation

Les techniques avancées incluent :

Méthode Description Cas d’usage
K-means Clustering basé sur la minimisation de la variance intra-cluster, efficace pour segments sphériques. Segmentation d’utilisateurs avec comportements similaires en fréquence et engagement.
DBSCAN Clustering basé sur la densité, permettant d’identifier des clusters de tailles variables et de gérer le bruit. Détection de segments atypiques ou rares, comme des clients à haute valeur.
Forêts aléatoires Approche supervisée pour créer des scores d’engagement ou prédire des comportements futurs. Prédiction du risque de churn ou de conversion.

c) Définir des critères précis pour la création des segments

Une fois les clusters obtenus, il faut définir des seuils et des règles :

  • Seuils de fréquence : par exemple, f > 3 visites/semaine pour segmenter les utilisateurs engagés.
  • Behaviours clés : ajout au panier > 2 fois en 7 jours, ou clics sur offre spéciale.
  • Paramétrage dans le CRM : utilisation de règles conditionnelles (ex : IF comportement X et fréquence Y, alors segment Z).

d) Automatiser la mise à jour des segments

Pour garantir la pertinence continue, il faut automatiser :

  • Scripts de recalcul : programmer des batchs Python ou R qui, à intervalles réguliers, recalculent les clusters à partir des nouvelles données.
  • Workflows automatisés : utiliser des outils comme Zapier ou Integromat pour déclencher des recalculs à chaque ingestion de nouvelles données, via des API.
  • Intégration continue : déployer ces scripts dans des pipelines CI/CD pour une mise à jour sans intervention manuelle.

e) Vérifier la stabilité et la pertinence des segments

Utiliser des techniques comme :

  • Validation croisée : diviser les données en sous-ensembles pour tester la cohérence des segments.
  • Indices de silhouette : mesurer la cohérence interne des clusters.
  • Analyse de stabilité temporelle : vérifier si les segments restent cohérents sur plusieurs périodes.

3. Étapes détaillées pour l’intégration et la synchronisation des données comportementales dans votre plateforme CRM ou DMP

a) Configurer les connecteurs API pour la collecte en continu

Utilisez des API RESTful pour connecter chaque source à votre plateforme centrale :

  • Site web : déployer des tags JavaScript avec une gestion fine des événements (clics, scrolls, temps passé) via des SDK comme Google Tag Manager.
  • Applications mobiles : intégrer des SDK natifs (Firebase, Adjust) pour le suivi en temps réel.
  • Réseaux sociaux et autres plateformes : utiliser leurs API pour récupérer des données d’interaction, en respectant leurs quotas et politiques.

b) Mapper avec précision les événements utilisateurs

Il est essentiel de définir une taxonomie claire :

  • Événements d’engagement : clique sur produit, ajout au panier, partage social.
  • Événements de navigation : ouverture de page, navigation entre catégories, temps passé par page.
  • Événements transactionnels : achat, retour, réclamation.

Utilisez des identifiants uniques pour relier ces événements à chaque utilisateur via des cookies, ID utilisateur, ou identifiants anonymisés.

c) Créer une architecture de stockage efficace

Shagle Assessment 2023 – Fantastic Destination To Have Sexual Pleasure

It is good often having brand-new adventures in daily life. One of the better adventures you can have is actually a sexual adventure. You’ll light the sexual life while having a sexual knowledge like few other thanks to the available hookup sex websites. The internet sites you should attempt is the Shagle dating site. These Shagle review provides you with enough reasons why you should try it.

Pros Of Shagle.Com

  • The web site is a great hookup sex website because of its considerable user-base.
  • It provides customers with different interaction tools, making conversations exciting.
  • It offers people several payment practices generating payment deals fast and simple.

Shagle Instantly


  • Perfect for:

    Shagle is amongst the fantastic web sites for those of you looking internet based intimate satisfaction. Those who utilize the website are primarily those seeking no-strings-attached interactions.

  • The quantity of people:

    it has got an incredible number of users owing to the great solutions.

  • Suggested get older:

    the recommended age to utilize the web site is eighteen.

  • Preferred features:

    by far the most used feature is the live talk function.

Something Shagle?

Shagle has actually straightforward user interface, it assures consumers a secure and comfortable experience. It’s great if you are looking for a platform in order to meet your own fetish intercourse. The web site is a prominent platform that can help a lot of people get to the greatest degree of their own sex-life. Really obtainable in numerous nations and also many people. It doesn’t hold on there; it continues to have an incredible number of monthly logins.

Its excellent services have been the pillar of Shagle. It was able to have an incredible number of consumers over a short time, and still, you will find 1000s of everyday Shagle logins. If you’re a lady wanting one-night stand, then you’re for the best source for information.

Men from the Shagle dating internet site want sexual pleasure with females. They truly are ready to do anything to help make the women on the website have sexual pleasure. Shagle has actually an algorithm which makes users meet each person each time they go into the web site. Therefore you should have the opportunity to fulfill as many people as you would like. It allows customers for a taste many some other customers for this reason being aware what fits you well.

How Exactly Does Shagle Work?

Something this site requests users to accomplish before browsing platform is producing a free account. The look makes the subscription process getting simple and fast. NakedLocals provides customers with couple of details to fill throughout enrollment procedure. Once you complete creating your account, you should create your profile. It assists the site select a compatible spouse for your needs.

You can easily choose continue as a totally free user or even to change your membership. The web site allows complimentary members to savor some functions on the internet site. There are items that to do you will want to change your membership. The website likewise has lots of interesting features that’ll get you to return to Shagle for more.

Signup/Registration

The web site requests their people generate an account first before using the internet site. Shagle subscription is straightforward and can simply take one to three minutes of time. As soon as you check out the Shagle site, the platform supplies customers with a registration kind to complete. It will take certain details away from you to complete the method. First thing you ought to supply is the age. The data regarding your get older is essential given that it assists this site verify you happen to be entitled to get in on the site. Its a requirement as above the period of eighteen when you wish to use Shagle.com.

Others detail you really need to give is your email. Its also wise to provide your own username and password. After you complete providing these records, the site will send a confirmation code within mail. For that reason you should confirm your own email whenever offering it and ensure it really is proper and appropriate. After you click on the verification signal taken to your own e-mail, you might have done the signing up procedure.

Make certain you remember or save your valuable Shagle log-in credential because you will use them to log in to the website. Shagle permits customers to join up using additional practices. Possible register through your Google account or your own fb account.

Research And Profile Top Quality

Producing pages is time intensive, nevertheless would be really worth your time and effort. It may help you have got numerous attractions off their customers. Its also wise to make certain you upload high-quality pictures. Once you finish generating the profile, this site will search for your own great match using your profile details.

Safety/Legal/Scam

Shagle has its protection web page, for which you get protection guidelines on how to remain safe on the website. It throws the security of the people above anything else and guarantees it provides sturdy security measures. It makes use of the SSL encryption rule to guard your data and give a wide berth to the event of fake profiles. Shagle has provided users with a superb support service where you are able to report any questionable task.

Support And Help

In accordance with Shagle evaluations, the majority of customers praise the assistance staff associated with the web site. The client service of Shagle is just one call away and also increased response price.

Cost/Prices And Programs

Shagle permits consumers to make use of website as a no cost member, however you should change your membership. Having a paid registration gives you many attributes and various other benefits. Also, the costs offered in Shagle tend to be reasonable.

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Realization

There’s absolutely no cause for you to not ever use the site while having everything’s most useful experience. The truth about Shagle is-it can certainly make your on line online dating experience memorable.

FAQs

Does The Internet Site Supply Customers With Support Service?

One of several issues that make website outstanding is the service staff. It has a trusted customer service that cares when it comes to users. It guarantees it solves any dilemmas consumers have actually timely. You can also report any suspicious tasks into the service team, and they’ll just take necessary measures. The good thing about website could it be provides customers with several contacting options to reach support service.

How Does Shagle Work?

The initial thing the site requests the customers to-do is to make a Shagle profile. The website has made the subscription process to-be quickly and direct. Therefore you will spend less time completing the method. Once you complete, the working platform goes for other customers where you are able to speak to them. It offers users with numerous communication resources to produce their particular dialogue interesting. Additionally there are numerous features in order to make your stay on your website better yet.

Exactly Why Is Shagle Desirable?

There are numerous alive talk sites for intimate joys available. However, Shagle dating website features overtaken a number of them possesses come to be popular alive chat web site. The primary reason it has become popular usually it permits users to utilize the website anonymously. You are able to the site without additional people understanding who you are. Therefore you can certainly do something kinky you want on the website since other people will not know your identity. Additionally supplies people with exemplary services to be certain they get whatever were hoping to find on Shagle.

Is Actually Shagle Secured?

Yes, Shagle.com is actually a secure spot to satisfy your perverted dreams. It recognizes that safety is a significant element whenever choosing a niche site to use, hence guaranteeing their people’ protection. This has devoted its time, work, and all of resources to be certain users have a secure environment with regards to their sex talking. Per Shagle dating website product reviews, Shagle is a great program for consumers’ protection. It’s put rules that every customers should follow assure their protection on the internet site. Additionally there are safety suggestions to help you stay secure on Shagle. It makes use of the most recent innovation to make certain maximum security to their customers.

Is Shagle.Com Authentic?

Yes, Shagle is actually a legitimate website used by the majority of people seeking to gender chat with visitors. The internet site provides certificates from trusted businesses. It feels openness is the better tool for a fruitful website. It sets everything crystal-clear for users observe. It’s one of the many explanations why we use Shagle for chatting with complete strangers. Shagle has actually a thorough user-base, and a huge number of consumers will always be signing up for in daily. You are able to tell simply how much men and women trust the site according to the few people it’s. Therefore you can be assured your website is actually a legit website aiming to fight the situations of fake profiles.

Is Actually Shagle Good?

Yes, its. In accordance with most people on Shagle critiques, they usually have ranked the Shagle dating site the live talk web site. With its huge knowledge, it understands just what customers need to make their particular experience memorable. It has got offered customers with many characteristics to be certain they have fun on the site. It offers users with a secure ecosystem to live on talk to visitors. Shagle additionally provides people with outstanding communication methods to produce your own conversation a lot more exciting.


Samantha Hester


Blogger

Expertise: affairs, matrimony
Samantha became a personal advisor and specialist after earning a grasp’s Degree in mindset. She consequently included several techniques, like the psychodynamic and cognitive methods, into her medical psychology practice. Her recent specialist interests lead the lady to work alongside couples which face various problems within their relationships. Samantha is wanting to find out, provides an analytical head, and is always tinged with humanism and empathy. She desires to discuss her information with every person and writes articles about relationships, sex, and matchmaking.