clustering

.ipynb_checkpoints/Clustering-checkpoint.ipynb

@@ -0,0 +1,74 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7aa09644-4d17-4a7a-841e-3bfcfb8a8901",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Import des données\n",
+    "\n",
+    "import os\n",
+    "import s3fs\n",
+    "import pandas as pd\n",
+    "\n",
+    "s3_ENDPOINT_URL = \"https://\" + os.environ[\"AWS_S3_ENDPOINT\"]\n",
+    "\n",
+    "fs = s3fs.S3FileSystem(client_kwargs={'endpoint_url': s3_ENDPOINT_URL})\n",
+    "\n",
+    "BUCKET = \"projet-bdc-data\"\n",
+    "carmignac_path = \"projet-bdc-data/carmignac\"\n",
+    "\n",
+    "# Liste des fichiers FLOWS\n",
+    "all_files = fs.ls(carmignac_path)\n",
+    "flows_files = [f for f in all_files if \"Flows\" in f and f.endswith(\".csv\")]\n",
+    "print(\"Fichiers Flows :\", flows_files)\n",
+    "\n",
+    "# Lire tous les fichiers dans un dictionnaire\n",
+    "flows_data = {}\n",
+    "for file_path in flows_files:\n",
+    "    with fs.open(file_path, 'r') as f:\n",
+    "        df = pd.read_csv(f, sep=';',low_memory=False)\n",
+    "        flows_data[os.path.basename(file_path)] = df\n",
+    "\n",
+    "\n",
+    "# Liste des fichiers AUM\n",
+    "all_files = fs.ls(carmignac_path)\n",
+    "aum_files = [f for f in all_files if \"AUM\" in f and f.endswith(\".csv\")]\n",
+    "print(\"Fichiers AUM :\", aum_files)\n",
+    "\n",
+    "# Lire tous les fichiers dans un dictionnaire\n",
+    "aum_data = {}\n",
+    "for file_path in aum_files:\n",
+    "    with fs.open(file_path, 'r') as f:\n",
+    "        df = pd.read_csv(f, sep=';',low_memory=False)\n",
+    "        aum_data[os.path.basename(file_path)] = df\n",
+    "\n",
+    "df = aum_data['AUM ENSAE V2 -20251105.csv']\n",
+    "dg = flows_data['Flows ENSAE V2 -20251105.csv']"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}