diff --git a/app/components/home/Activity.vue b/app/components/home/Activity.vue
index 6f3eca0..c3b295d 100644
--- a/app/components/home/Activity.vue
+++ b/app/components/home/Activity.vue
@@ -1,5 +1,6 @@
 <script lang="ts" setup>
-import { type Activity, IDEs } from '~~/types'
+import type { Activity } from '~~/types'
+import { IDEs } from '~~/types'
 
 const { data: activity, refresh } = await useAsyncData<Activity>('activity', () => $fetch('/api/activity'))
 useIntervalFn(async () => await refresh(), 5000)
@@ -38,11 +39,11 @@ const getActivity = computed(() => {
       ago: locale.value === 'en'
         ? timeAgo
         : timeAgo
-          .replace('ago', '')
-          .replace('hours', 'heures')
-          .replace('minutes', 'minutes')
-          .replace('seconds', 'secondes')
-          .trim(),
+            .replace('ago', '')
+            .replace('hours', 'heures')
+            .replace('minutes', 'minutes')
+            .replace('seconds', 'secondes')
+            .trim(),
       formated: {
         date: formatDate(timestamps.start, 'DD MMM YYYY'),
         time: formatDate(timestamps.start, 'HH:mm:ss'),
diff --git a/app/composables/visitors.ts b/app/composables/visitors.ts
index 790cd9e..23ca2c7 100644
--- a/app/composables/visitors.ts
+++ b/app/composables/visitors.ts
@@ -54,7 +54,7 @@ export function useVisitors() {
   }
 
   const handleClose = (event: CloseEvent) => {
-    console.log('Visitors WebSocket closed:', event.code, event.reason)
+    console.warn('Visitors WebSocket closed:', event.code, event.reason)
     isConnected.value = false
     wsRef.value = null
 
@@ -80,7 +80,7 @@ export function useVisitors() {
           ws.close()
           return
         }
-        console.log('Stats WebSocket connected')
+        console.warn('Stats WebSocket connected')
         isConnected.value = true
         isLoading.value = false
         error.value = null
diff --git a/content/home/en.md b/content/home/en.md
index 282b4dc..a0131a1 100644
--- a/content/home/en.md
+++ b/content/home/en.md
@@ -31,4 +31,3 @@ As well as programming, I enjoy :hover-text{hover="Sport allows me to burn off e
 :hover-text{hover="Travelling frees me and gets me away from it all ✈️" text="travelling"}. My passion, commitment and
 eagerness to learn and progress are the qualities that enable me to succeed in my :hover-text{hover="Career already
 begun and far from over 😎" text="career"} and :hover-text{hover="Only 2 years of study left 💪" text="studies"}.
-
diff --git a/content/home/es.md b/content/home/es.md
index 97ed23e..5716eb2 100644
--- a/content/home/es.md
+++ b/content/home/es.md
@@ -5,7 +5,7 @@ description: I'm Arthur, a Mathematics lover and IA enthusiast. I'm currently st
 
 Hola ! Soy Arthur Danjou, estudiante de matemáticas especializado en Estadística en la Universidad Paris-Dauphine, en Fracia.
 
-Con una :hover-text{hover="la tecnología avanza demasiado rápido 🤯" position="top" text="comprensión profunda"}, de las tecnologías emergentes, me sitúo en el centro de un ámbito en plena expansión. 
+Con una :hover-text{hover="la tecnología avanza demasiado rápido 🤯" position="top" text="comprensión profunda"}, de las tecnologías emergentes, me sitúo en el centro de un ámbito en plena expansión.
 Mi formación en :hover-text{hover="las matemáticas son mi mayor pasión Σ"
 position="right" text="matemáticas"}
 me permite comprender ampliamente los conceptos y las teorías que gobiernan las dichas
@@ -24,10 +24,10 @@ las diferentes necesidades de los proyectos matemáticos, y proponer las mejores
 :prose-icon[Docker]{icon="docker-icon" color="sky"},
 :prose-icon[Redis]{icon="redis" color="red"},
 :prose-icon[MySQL]{icon="mysql-icon" color="zinc"} and
-:prose-icon[Git]{icon="git-icon" color="orange"} que :hover-text{hover="odas estas tecnologías se complementan 📎" text="completan"} mis competencias. 
+:prose-icon[Git]{icon="git-icon" color="orange"} que :hover-text{hover="odas estas tecnologías se complementan 📎" text="completan"} mis competencias.
 
-Estoy :hover-text{hover="me gusta estar siempre al día 🖥️" position="top" text="constantemente"} aprendiendo cosas nuevas, desde la tecnología hasta las finanzas, pasando por el emprendimiento. 
-Me gusta :hover-text{hover="me encanta compartir y ayudar a los demás 🫂" text="compartir"} mis conocimientos y aprender nuevos teoremas y tecnologías. 
+Estoy :hover-text{hover="me gusta estar siempre al día 🖥️" position="top" text="constantemente"} aprendiendo cosas nuevas, desde la tecnología hasta las finanzas, pasando por el emprendimiento.
+Me gusta :hover-text{hover="me encanta compartir y ayudar a los demás 🫂" text="compartir"} mis conocimientos y aprender nuevos teoremas y tecnologías.
 Soy una persona :hover-text{hover="busco cosas nuevas que descubrir 🔍" text="curiosa"} y con el deseo de seguir aprendiendo y creciendo a lo largo de toda mi vida.
 
 A parte de la programación, me gusta el :hover-text{hover="el deporte me permite gastar mi energía 🏋️‍♂️" text="deporte"}
diff --git a/content/home/fr.md b/content/home/fr.md
index e90bdec..a4cde8e 100644
--- a/content/home/fr.md
+++ b/content/home/fr.md
@@ -37,4 +37,4 @@ Outre la programmation, j'aime le :hover-text{hover="Le sport me permet de dépe
 et :hover-text{hover="Les voyages me libèrent et m'évadent ✈️" text="voyager"}.
 Ma passion, mon engagement et mon envie d'apprendre et de progresser sont les qualités qui me permettent de réussir dans
 ma :hover-text{hover="Carrière déjà commencée et loin d'être terminée 😎" text="carrière"} et mes :hover-text{hover="Il
-ne me reste que 2 ans d'études 💪" text="études"}.
\ No newline at end of file
+ne me reste que 2 ans d'études 💪" text="études"}.
diff --git a/content/portfolio/artsite.md b/content/portfolio/artsite.md
index 62dccb7..382189d 100644
--- a/content/portfolio/artsite.md
+++ b/content/portfolio/artsite.md
@@ -22,4 +22,4 @@ tags:
 - **Langage** → [Typescript](https://www.typescriptlang.org/)
 - **Deployment** → [NuxtHub](https://hub.nuxt.com/)
 - **Styling** → [Sass](https://sass-lang.com/) & [Tailwind CSS](https://tailwindcss.com/)
-- **Package Manager** → [pnpm](https://pnpm.io/)
\ No newline at end of file
+- **Package Manager** → [pnpm](https://pnpm.io/)
diff --git a/content/portfolio/monte-carlo-project.md b/content/portfolio/monte-carlo-project.md
index 7ce3639..1224785 100644
--- a/content/portfolio/monte-carlo-project.md
+++ b/content/portfolio/monte-carlo-project.md
@@ -12,7 +12,7 @@ tags:
 
 This is the report for the Monte Carlo Methods Project. The project was done as part of the course `Monte Carlo Methods` at the Paris-Dauphine University. The goal was to implement different methods and algorithms using Monte Carlo methods in R.
 
-Methods and algorithms implemented: 
+Methods and algorithms implemented:
 - Plotting graphs of functions
 - Inverse c.d.f. Random Variation simulation
 - Accept-Reject Random Variation simulation
@@ -23,4 +23,4 @@ Methods and algorithms implemented:
 You can find the code here: [Monte Carlo Project Code](https://github.com/ArthurDanjou/Studies/blob/0c83e7e381344675e113c43b6f8d32e88a5c00a7/M1/Monte%20Carlo%20Methods/Project%201/003_rapport_DANJOU_DUROUSSEAU.rmd)
 
 <iframe src="/portfolio/monte-carlo-project/Report.pdf" width="100%" height="1000px">
-</iframe>
\ No newline at end of file
+</iframe>
diff --git a/content/portfolio/python-data-ml.md b/content/portfolio/python-data-ml.md
index 798ed98..5fd14a8 100644
--- a/content/portfolio/python-data-ml.md
+++ b/content/portfolio/python-data-ml.md
@@ -1,7 +1,7 @@
 ---
 slug: python-data-ml
 title: Python Data & ML
-description: 🧠 A repository dedicated to learning and practicing Python libraries for machine learning. 
+description: 🧠 A repository dedicated to learning and practicing Python libraries for machine learning.
 publishedAt: 2024/11/01
 readingTime: 1
 tags:
@@ -13,7 +13,7 @@ tags:
 ---
 
 [Python Data & ML](https://github.com/ArthurDanjou/Python-Data-Machine-Learning) is a repository dedicated to learning and practicing Python libraries for machine learning. It includes a variety of projects and exercises that cover the following topics.
-This project explores tools like NumPy, Pandas, scikit-learn, and others to understand and master key machine learning concepts. Perfect for strengthening skills in data processing, modeling, and algorithm optimization. 
+This project explores tools like NumPy, Pandas, scikit-learn, and others to understand and master key machine learning concepts. Perfect for strengthening skills in data processing, modeling, and algorithm optimization.
 
 The goal is to improve my level of understanding of machine learning and data science concepts, as well as to practice Python programming and using libraries like NumPy, Pandas, scikit-learn, etc., to manipulate and analyze data, during my free time.
 
@@ -29,4 +29,3 @@ The goal is to improve my level of understanding of machine learning and data sc
 - [TensorFlow](https://www.tensorflow.org/)
 - [Keras](https://keras.io/)
 - [PyTorch](https://pytorch.org/)
-
diff --git a/content/portfolio/schelling-segregation-model.md b/content/portfolio/schelling-segregation-model.md
index fe8e321..c578627 100644
--- a/content/portfolio/schelling-segregation-model.md
+++ b/content/portfolio/schelling-segregation-model.md
@@ -15,4 +15,4 @@ This is the French version of the report for the Schelling Segregation Model pro
 You can find the code here: [Schelling Segregation Model Code](https://github.com/ArthurDanjou/Studies/blob/e1164f89bd11fc59fa79d94aa51fac69b425d68b/L3/Projet%20Num%C3%A9rique/Segregation.ipynb)
 
 <iframe src="/portfolio/schelling/Projet.pdf" width="100%" height="1000px">
-</iframe>
\ No newline at end of file
+</iframe>
diff --git a/package.json b/package.json
index 2464af3..d9977d1 100644
--- a/package.json
+++ b/package.json
@@ -1,7 +1,7 @@
 {
   "name": "artsite",
-  "private": true,
   "type": "module",
+  "private": true,
   "packageManager": "pnpm@9.5.0",
   "scripts": {
     "build": "nuxt build",
@@ -36,8 +36,8 @@
     "@tailwindcss/typography": "^0.5.16",
     "@types/node": "^22.12.0",
     "@vueuse/core": "^12.5.0",
-    "@vueuse/nuxt": "^12.5.0",
     "@vueuse/math": "^12.5.0",
+    "@vueuse/nuxt": "^12.5.0",
     "drizzle-kit": "^0.30.3",
     "eslint": "^9.19.0",
     "typescript": "^5.7.3",
diff --git a/public/portfolio/glm-bikes/GLM Final report.pdf b/public/portfolio/glm-bikes/GLM Final report.pdf
new file mode 100644
index 0000000..d34a5ec
Binary files /dev/null and b/public/portfolio/glm-bikes/GLM Final report.pdf differ
diff --git a/types.ts b/types.ts
index 1b96482..ee237a3 100644
--- a/types.ts
+++ b/types.ts
@@ -49,7 +49,7 @@ export const IDEs = [
 export interface Tag {
   label: string
   icon: string
-  color: BadgeColor
+  color: string
   title?: string
   translation: string
 }