From 56c4bd8a2f9308b56db0c154308ac742105e45c9 Mon Sep 17 00:00:00 2001 From: lmoraine-ensae Date: Fri, 30 Jan 2026 15:02:14 +0000 Subject: [PATCH] modification --- Migration.ipynb | 2 ++ __pycache__/function.cpython-313.pyc | Bin 3370 -> 4700 bytes rupture.ipynb | 9 ++++----- 3 files changed, 6 insertions(+), 5 deletions(-) diff --git a/Migration.ipynb b/Migration.ipynb index 0b2cca8..bb6468f 100644 --- a/Migration.ipynb +++ b/Migration.ipynb @@ -889,6 +889,8 @@ } ], "source": [ + "# Ajout d'une colonne Account_Clustered correspondant à l'id du compte, en tenant compte des migrations détectées\n", + "\n", "# Trier les connexions par date décroissante : plus récentes en premier\n", "rupture_sorted = rupture_filtered.sort_values('date', ascending=False)\n", "\n", diff --git a/__pycache__/function.cpython-313.pyc b/__pycache__/function.cpython-313.pyc index d8f6775f0f65a72233db003433f74f4b3acca60d..6a73dcb2733b8905be2bdd49de116daa23d65b94 100644 GIT binary patch delta 1068 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4029df3..b3f74b9 100644 --- a/rupture.ipynb +++ b/rupture.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 206, + "execution_count": 2, "id": "0ed82607-1bc0-48f2-829e-97df9052f8d9", "metadata": {}, "outputs": [ @@ -10,7 +10,6 @@ "name": "stdout", "output_type": "stream", "text": [ - "Fichiers Flows : ['projet-bdc-data/carmignac/Flows ENSAE V1 -20251027.csv', 'projet-bdc-data/carmignac/Flows ENSAE V2 -20251105.csv']\n", "Fichiers AUM : ['projet-bdc-data/carmignac/AUM ENSAE V1 -20251027.csv', 'projet-bdc-data/carmignac/AUM ENSAE V2 -20251105.csv']\n" ] } @@ -376,13 +375,13 @@ }, { "cell_type": "code", - "execution_count": 406, + "execution_count": 7, "id": "ed3cb5e9-7788-4a34-8b02-d6ca8196eac1", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -394,7 +393,7 @@ "source": [ "from function import evolution_3_comptes\n", "\n", - "evolution_3_comptes(df,'406169','200090347','200127306')\n", + "evolution_3_comptes(df,'200000491','200089970','200127376')\n", "\n" ] },