diff --git a/.github/workflows/backend-tests.yaml b/.github/workflows/backend-tests.yaml
new file mode 100644
index 0000000..7783bea
--- /dev/null
+++ b/.github/workflows/backend-tests.yaml
@@ -0,0 +1,36 @@
+name: backend-tests
+
+on:
+  pull_request:
+  push:
+    branches: [main]
+    paths:
+      - 'backend/**'
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+
+      - name: Install uv
+        run: pip install uv
+
+      - name: Cache uv and virtualenv
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.cache/uv
+            backend/.venv/
+          key: uv-${{ hashFiles('backend/uv.lock') }}-${{ runner.os }}
+
+      - name: Install dependencies
+        run: cd backend && uv sync
+
+      - name: Run tests
+        run: cd backend && uv run pytest -v
diff --git a/.github/workflows/d4g-utils.yml b/.github/workflows/d4g-utils.yml
deleted file mode 100644
index 3ce96b5..0000000
--- a/.github/workflows/d4g-utils.yml
+++ /dev/null
@@ -1,68 +0,0 @@
-name: Copy File to Organization Repos
-
-on:
-  push:
-    paths:
-      - 'd4g-utils/**' # Trigger the workflow only when changes are made in the d4g-utils directory
-    branches:
-      - main
-    
-  # Allows you to run this workflow manually from the Actions tab
-  workflow_dispatch:
-
-jobs:
-  copy:
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout template repo
-        uses: actions/checkout@v2
-
-      - name: Set up Git
-        run: |
-          git config --global user.email "tech@dataforgood.fr"
-          git config --global user.name "D4G Tech"
-
-      - name: Get organization repositories
-        id: org_repos
-        run: |
-          ORG_NAME="dataforgoodfr"
-          TEMPLATE_REPO="$ORG_NAME/python_template"
-          TOKEN=$1
-
-          # Fetch repositories from the organization
-          repos=`gh repo list $ORG_NAME --limit 500 | awk ' {print $1}'`
-          
-          echo "::set-output name=repos::$repos"
-        env:
-          GH_TOKEN: ${{ secrets.D4GTECH_TOKEN }}
-
-      - name: Copy files to organization repos
-        run: |
-          echo "Searching for repositories generated from template: $template_repo"
-          for repo in ${{ steps.org_repos.outputs.repos }}; do
-            repo_info=`gh api repos/$repo`
-            echo "$repo_info" | jq -r ".template_repository.full_name" | grep "$template_repo" 2>&1 > /dev/null
-            if [ "$?" -eq "0" ]
-            then
-              echo "repo_using_template: $repo"
-            fi
-          done
-        env:
-          GH_TOKEN: ${{ secrets.D4GTECH_TOKEN }}
-  
-            
-      #     for repo in ${{ steps.org_repos.outputs.repos }}; do
-      #       # Clone the repository
-      #       git clone "https://github.com/$repo" target_repo
-      
-      #       # Copy all files from d4g-utils to target repository d4g-utlis
-      #       rsync -av --exclude='.git' d4g-utils/ target_repo/d4g-utils
-      
-      #       # Commit and push changes
-      #       cd target_repo
-      #       git add .
-      #       git commit -m "Copy files from d4g-utils directory"
-      #       git push origin main
-      
-      #       cd ..
-      #     done
diff --git a/.github/workflows/frontend-tests.yaml b/.github/workflows/frontend-tests.yaml
new file mode 100644
index 0000000..8543135
--- /dev/null
+++ b/.github/workflows/frontend-tests.yaml
@@ -0,0 +1,38 @@
+name: frontend-tests
+
+on:
+  pull_request:
+  push:
+    branches: [main]
+    paths:
+      - 'frontend/**'
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: "20"
+
+      - name: Cache npm
+        uses: actions/cache@v4
+        with:
+          path: |
+            frontend/node_modules/
+          key: npm-${{ hashFiles('frontend/package-lock.json') }}-${{ runner.os }}
+
+      - name: Install dependencies
+        run: cd frontend && npm ci
+
+      - name: Type check
+        run: cd frontend && npm run type-check
+
+      - name: Lint
+        run: cd frontend && npm run lint
+
+      - name: Test
+        run: cd frontend && npm test
diff --git a/.github/workflows/pre-commit.yaml b/.github/workflows/pre-commit.yaml
index 91b4e04..69f8fc7 100644
--- a/.github/workflows/pre-commit.yaml
+++ b/.github/workflows/pre-commit.yaml
@@ -9,12 +9,44 @@ jobs:
   pre-commit:
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/checkout@v2
-    - uses: actions/setup-python@v2
-    - name: set PY
-      run: echo "PY=$(python -c 'import hashlib, sys;print(hashlib.sha256(sys.version.encode()+sys.executable.encode()).hexdigest())')" >> $GITHUB_ENV
-    - uses: actions/cache@v4
-      with:
-        path: ~/.cache/pre-commit
-        key: pre-commit|${{ env.PY }}|${{ hashFiles('.pre-commit-config.yaml') }}
-    - uses: pre-commit/action@v3.0.0
\ No newline at end of file
+      - uses: actions/checkout@v4
+
+      # --- Python (backend) ---
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+
+      - name: Install uv
+        run: pip install uv
+
+      - name: Cache uv and backend virtualenv
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.cache/uv
+            backend/.venv/
+          key: uv-${{ hashFiles('backend/uv.lock') }}-${{ runner.os }}
+
+      - name: Install backend dependencies
+        run: cd backend && uv sync
+
+      # --- NextJS (frontend) ---
+      - name: Set up Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: "20"
+
+      - name: Cache npm
+        uses: actions/cache@v4
+        with:
+          path: |
+            frontend/node_modules/
+          key: npm-${{ hashFiles('frontend/package-lock.json') }}-${{ runner.os }}
+
+      - name: Install frontend dependencies
+        run: cd frontend && npm ci
+
+      # --- Exécuter pre-commit ---
+      - name: Run pre-commit
+        uses: pre-commit/action@v3.0.0
diff --git a/.gitignore b/.gitignore
index b8fb0eb..1762c00 100644
--- a/.gitignore
+++ b/.gitignore
@@ -160,4 +160,15 @@ dmypy.json
 cython_debug/
 
 # Precommit hooks: ruff cache
-.ruff_cache
\ No newline at end of file
+.ruff_cache
+
+# NextJS
+frontend/.next/
+frontend/out/
+frontend/node_modules/
+frontend/.pnp/
+frontend/.pnp.js
+frontend/yarn-error.log
+
+# Backend Python (déplacé dans backend/)
+backend/.venv/
\ No newline at end of file
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index d1c34f1..33487cc 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,12 +1,40 @@
 repos:
+  # --- Python (backend/) ---
   - repo: https://github.com/charliermarsh/ruff-pre-commit
-    # Ruff version.
     rev: "v0.2.1"
     hooks:
       - id: ruff
         args: [--fix]
+        files: ^backend/
+
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v4.3.0
     hooks:
       - id: check-merge-conflict
       - id: mixed-line-ending
+      - id: trailing-whitespace
+        files: ^(backend/|frontend/)
+
+  # --- TypeScript/NextJS (frontend/) ---
+  - repo: https://github.com/pre-commit/mirrors-prettier
+    rev: v3.1.0
+    hooks:
+      - id: prettier
+        files: ^frontend/
+        types_or: [typescript, javascript, json, yaml, markdown, css, scss]
+
+  - repo: https://github.com/pre-commit/mirrors-eslint
+    rev: v8.56.0
+    hooks:
+      - id: eslint
+        files: ^frontend/
+        types: [typescript, javascript]
+
+  - repo: local
+    hooks:
+      - id: next-lint
+        name: Next.js Lint
+        entry: bash -c 'cd frontend && npm run lint'
+        language: system
+        pass_filenames: false
+        files: ^frontend/
diff --git a/pyproject.toml b/backend/pyproject.toml
similarity index 80%
rename from pyproject.toml
rename to backend/pyproject.toml
index 62f1242..419ec55 100644
--- a/pyproject.toml
+++ b/backend/pyproject.toml
@@ -15,4 +15,11 @@ dependencies = [
     "matplotlib>=3.10.0",
     "pandas>=2.2.3",
     "requests>=2.32.3",
-]
\ No newline at end of file
+]
+
+[dependency-groups]
+dev = [
+    "black>=26.10.1",
+    "mypy>=2.4.1",
+    "pytest>=9.2.0",
+]
diff --git a/backend/tox.ini b/backend/tox.ini
new file mode 100644
index 0000000..19be6da
--- /dev/null
+++ b/backend/tox.ini
@@ -0,0 +1,13 @@
+[tox]
+env = py312
+skipsdist = true  # Evite de créer un package (inutile ici)
+
+[testenv]
+deps =
+    pytest
+
+recreate = false
+
+commands =
+    uv sync
+    uv run pytest -vv  # Utilise uv run pour être cohérent
diff --git a/uv.lock b/backend/uv.lock
similarity index 59%
rename from uv.lock
rename to backend/uv.lock
index 5e7a9bf..1c956e1 100644
--- a/uv.lock
+++ b/backend/uv.lock
@@ -1,6 +1,10 @@
 version = 1
-revision = 1
+revision = 3
 requires-python = ">=3.12"
+resolution-markers = [
+    "python_full_version >= '3.15'",
+    "python_full_version < '3.15'",
+]
 
 [[package]]
 name = "13-pollution-eau"
@@ -19,6 +23,13 @@ dependencies = [
     { name = "requests" },
 ]
 
+[package.dev-dependencies]
+dev = [
+    { name = "black" },
+    { name = "mypy" },
+    { name = "pytest" },
+]
+
 [package.metadata]
 requires-dist = [
     { name = "click", specifier = ">=8.1.8" },
@@ -33,40 +44,143 @@ requires-dist = [
     { name = "requests", specifier = ">=2.32.3" },
 ]
 
+[package.metadata.requires-dev]
+dev = [
+    { name = "black", specifier = ">=26.10.1" },
+    { name = "mypy", specifier = ">=2.4.1" },
+    { name = "pytest", specifier = ">=9.2.0" },
+]
+
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diff --git a/d4g-utils/install_poetry.sh b/d4g-utils/install_poetry.sh
deleted file mode 100755
index 0635980..0000000
--- a/d4g-utils/install_poetry.sh
+++ /dev/null
@@ -1,51 +0,0 @@
-#!/bin/bash
-
-# Function to check if a command is available
-command_exists() {
-    command -v "$1" &> /dev/null
-}
-
-# Check if Poetry is installed
-if command_exists poetry && poetry --version &> /dev/null; then
-    echo "Poetry is already installed. Version: $(poetry --version)"
-else
-    echo "Poetry is not installed. Installing now..."
-    
-    # Install Poetry
-    curl -sSL https://install.python-poetry.org | python3 -
-    
-    # Add poetry to PATH
-    echo 'export PATH="$HOME/.local/bin:$PATH"' >> ~/.bashrc
-    source ~/.bashrc
-
-    echo "Poetry has been installed."
-fi
-
-echo "Configuring Poetry to use virtual environment in project directory..."
-
-# Configure Poetry to use a virtual environment in the project
-poetry config virtualenvs.in-project true
-
-echo "Poetry is now configured to use a virtual environment in the project directory."
-
-# Navigate to the project directory
-project_dir=$(pwd)
-
-# Check if the virtual environment exists in the project directory
-if [ -d ".venv" ]; then
-    echo "Virtual environment in project directory exists."
-fi
-
-# Analyze project content and create pyproject.toml file if not exists
-if [ ! -f pyproject.toml ]; then
-    echo "Creating pyproject.toml file..."
-    poetry init --no-interaction
-else
-    echo "pyproject.toml file already exists. Skipping initialization."
-fi
-
-# Install project dependencies
-echo "Installing project dependencies..."
-poetry install
-
-echo "Script execution complete."
diff --git a/frontend/.eslintrc.json b/frontend/.eslintrc.json
new file mode 100644
index 0000000..bffb357
--- /dev/null
+++ b/frontend/.eslintrc.json
@@ -0,0 +1,3 @@
+{
+  "extends": "next/core-web-vitals"
+}
diff --git a/frontend/.prettierrc b/frontend/.prettierrc
new file mode 100644
index 0000000..b0ec5b3
--- /dev/null
+++ b/frontend/.prettierrc
@@ -0,0 +1,7 @@
+{
+  "semi": true,
+  "singleQuote": true,
+  "tabWidth": 2,
+  "trailingComma": "es5",
+  "printWidth": 80
+}
diff --git a/frontend/next-env.d.ts b/frontend/next-env.d.ts
new file mode 100644
index 0000000..4f11a03
--- /dev/null
+++ b/frontend/next-env.d.ts
@@ -0,0 +1,5 @@
+/// <reference types="next" />
+/// <reference types="next/image-types/global" />
+
+// NOTE: This file should not be edited
+// see https://nextjs.org/docs/basic-features/typescript for more information.
diff --git a/frontend/next.config.js b/frontend/next.config.js
new file mode 100644
index 0000000..3d3bc99
--- /dev/null
+++ b/frontend/next.config.js
@@ -0,0 +1,7 @@
+/** @type {import('next').NextConfig} */
+const nextConfig = {
+  reactStrictMode: true,
+  swcMinify: true,
+};
+
+module.exports = nextConfig;
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
new file mode 100644
index 0000000..42bb096
--- /dev/null
+++ b/frontend/package-lock.json
@@ -0,0 +1,5330 @@
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+  "version": "0.1.0",
+  "lockfileVersion": 3,
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+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/ansi-regex?sponsor=1"
+      }
+    },
+    "node_modules/wrap-ansi/node_modules/ansi-styles": {
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+      "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-6.2.3.tgz",
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+      },
+      "funding": {
+        "url": "https://github.com/chalk/ansi-styles?sponsor=1"
+      }
+    },
+    "node_modules/wrap-ansi/node_modules/strip-ansi": {
+      "version": "7.2.0",
+      "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-7.2.0.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "ansi-regex": "^6.2.2"
+      },
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+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/strip-ansi?sponsor=1"
+      }
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+    "node_modules/wrappy": {
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+      "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
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+      "dev": true,
+      "license": "ISC"
+    },
+    "node_modules/yocto-queue": {
+      "version": "0.1.0",
+      "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
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+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    }
+  }
+}
diff --git a/frontend/package.json b/frontend/package.json
new file mode 100644
index 0000000..83b0fae
--- /dev/null
+++ b/frontend/package.json
@@ -0,0 +1,26 @@
+{
+  "name": "adapt-explore-frontend",
+  "version": "0.1.0",
+  "private": true,
+  "scripts": {
+    "dev": "next dev",
+    "build": "next build",
+    "start": "next start",
+    "lint": "next lint",
+    "type-check": "tsc --noEmit"
+  },
+  "dependencies": {
+    "next": "^14.2.0",
+    "react": "^18.2.0",
+    "react-dom": "^18.2.0"
+  },
+  "devDependencies": {
+    "@types/node": "^20.0.0",
+    "@types/react": "^18.2.0",
+    "@types/react-dom": "^18.2.0",
+    "typescript": "^5.0.0",
+    "eslint": "^8.0.0",
+    "eslint-config-next": "^14.2.0",
+    "prettier": "^3.0.0"
+  }
+}
diff --git a/frontend/src/app/globals.css b/frontend/src/app/globals.css
new file mode 100644
index 0000000..519fc16
--- /dev/null
+++ b/frontend/src/app/globals.css
@@ -0,0 +1,10 @@
+* {
+  box-sizing: border-box;
+  padding: 0;
+  margin: 0;
+}
+
+body {
+  font-family: system-ui, -apple-system, sans-serif;
+  line-height: 1.6;
+}
diff --git a/frontend/src/app/layout.tsx b/frontend/src/app/layout.tsx
new file mode 100644
index 0000000..b53b1e5
--- /dev/null
+++ b/frontend/src/app/layout.tsx
@@ -0,0 +1,19 @@
+import type { Metadata } from "next";
+import "./globals.css";
+
+export const metadata: Metadata = {
+  title: "Adapt Explore",
+  description: "DataForGood Project",
+};
+
+export default function RootLayout({
+  children,
+}: Readonly<{
+  children: React.ReactNode;
+}>) {
+  return (
+    <html lang="en">
+      <body>{children}</body>
+    </html>
+  );
+}
diff --git a/frontend/src/app/page.tsx b/frontend/src/app/page.tsx
new file mode 100644
index 0000000..2a5436a
--- /dev/null
+++ b/frontend/src/app/page.tsx
@@ -0,0 +1,7 @@
+export default function Home() {
+  return (
+    <main>
+      <h1>Adapt Explore - Frontend</h1>
+    </main>
+  );
+}
diff --git a/frontend/tsconfig.json b/frontend/tsconfig.json
new file mode 100644
index 0000000..7b28589
--- /dev/null
+++ b/frontend/tsconfig.json
@@ -0,0 +1,26 @@
+{
+  "compilerOptions": {
+    "lib": ["dom", "dom.iterable", "esnext"],
+    "allowJs": true,
+    "skipLibCheck": true,
+    "strict": true,
+    "noEmit": true,
+    "esModuleInterop": true,
+    "module": "esnext",
+    "moduleResolution": "bundler",
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "jsx": "preserve",
+    "incremental": true,
+    "plugins": [
+      {
+        "name": "next"
+      }
+    ],
+    "paths": {
+      "@/*": ["./src/*"]
+    }
+  },
+  "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
+  "exclude": ["node_modules"]
+}
diff --git a/python_template/.empty b/python_template/.empty
deleted file mode 100644
index e69de29..0000000
diff --git a/python_template/__init__.py b/python_template/__init__.py
deleted file mode 100644
index e69de29..0000000
diff --git a/tox.ini b/tox.ini
deleted file mode 100644
index e779be4..0000000
--- a/tox.ini
+++ /dev/null
@@ -1,14 +0,0 @@
-[tox]
-env = py310
-
-[testenv]
-deps =
-    poetry
-    pytest
-
-recreate =
-    false
-
-commands =
-    poetry install --with dev
-    python -m pytest -vv