group_timeseries_split.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3a0e184b-09d6-44ea-93f5-9f143cd7afe5",
   "metadata": {},
   "source": [
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://githubtocolab.com/crunchdao/adialab-notebooks/blob/main/group_timeseries_split.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f2b5d42-6d4d-4915-92fc-551556d80877",
   "metadata": {},
   "source": [
    "# ![title](data:image/jpeg;base64,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/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAB/wqf8A6qX8Wv8Awsv/AL20AH/Cp/8Aqpfxa/8ACy/+9tAB/wAKn/6qX8Wv/Cy/+9tAB/wqf/qpfxa/8LL/AO9tAHrVABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUA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   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3752881-2a8f-4ff6-bb45-ca60ee99855b",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Cross-Validation in Financial Machine Learning\n",
    "\n",
    "The purpose of this notebook is twofold:\n",
    "\n",
    "- Firstly, we outline the need for Time Series Cross Validation in the field of Financial Machine Learning;\n",
    "- we test the mlxtend scikit-learn-compatible [GroupTimesSeriesSplit](https://rasbt.github.io/mlxtend/user_guide/evaluate/GroupTimeSeriesSplit/) on the ADIA Lab Market Prediction Competition dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1b95f50-de12-4dc3-ad86-a3a75a3977cc",
   "metadata": {
    "tags": []
   },
   "source": [
    "## The need for Time Series Cross Validation in Financial Machine Learning \n",
    "\n",
    "Tabular time series cross-validation is a specialized technique used in machine learning and data analysis to evaluate the performance of predictive models on time series data organized in a tabular format. Unlike traditional cross-validation methods that randomly split the data into training and testing sets, tabular time series cross-validation takes into account the temporal ordering of the data. \n",
    "\n",
    "The importance of tabular time series cross-validation arises from the unique characteristics of time series data, where the order and timing of observations are crucial. In many real-world applications, such as finance, economics, and weather forecasting, the historical patterns and trends in the data play a significant role in making accurate predictions for the future. Traditional cross-validation methods may not be suitable for evaluating time series models as they can lead to data leakage and unrealistic performance estimates."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "218f1839-1f8d-47f3-bcdb-ca21b1c0bb31",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Cross Validation in the ADIA Lab Market Prediction Competition\n",
    "\n",
    "### Overview\n",
    "\n",
    "This notebook focuses on GroupTimeSeriesSplit from mlxtend, one of the most complete, already existing module dealing with time series cross validation.\n",
    "\n",
    "GroupTimeSeriesSplit is a scikit-learn-compatible time series cross-validator that supports non-overlapping groups. Time series tasks in machine learning require special types of validation, because the time order of the objects is important for a fairer evaluation of an ML model’s quality.\n",
    "Also, there can be different time units for splitting the data for different tasks - hours, days, months, ...\n",
    "\n",
    "This validator can be flexibly configured via a number of input parameters:\n",
    "\n",
    "- test_size : integer, represents the size of test set;\n",
    "- train_size : integer, represents the size of train set;\n",
    "- n_splits : integer, represents the number of splits;\n",
    "- gap_size : integer, represents the gap size between train and test sets;\n",
    "- shift_size : integer, represents the step to shift for the next fold;\n",
    "- window_type : string, represents the type of window used for the splits.\n",
    "\n",
    "See the [full documentation](https://rasbt.github.io/mlxtend/user_guide/evaluate/GroupTimeSeriesSplit/) for more details."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e45138df-5615-4bc4-ad33-e2184b9b61fe",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Implementation\n",
    "\n",
    "Below, we should a Cross Validation quickstarted on the ADIA Lab Market Prediction Competition dataset. In this section, the goal is to explain how GroupTimeSeriesSplit works."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "63c3aaf4-be0b-4b31-ab47-3e5257f15da7",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# import necessary libraries and dependendies from mlxtend\n",
    "from mlxtend.evaluate.time_series import (\n",
    "    GroupTimeSeriesSplit, # GroupTimeSeriesSplit is the actual validator class\n",
    "    plot_splits, # plot_splits is a command to plot the folds\n",
    "    print_cv_info, # print_cv_info prints informations about the cross validation\n",
    "    print_split_info, # print_split_info prints informations about the folds (data and data indices inside the folds)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "053428ee-a347-4415-a7ea-9a6ad9b5c6c9",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# other libraries and dependencies\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import display, HTML\n",
    "from tqdm.notebook import tqdm\n",
    "tqdm.pandas()\n",
    "\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from scipy.stats import norm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbf3a6a8-ef67-4be6-980d-88cfe8124b37",
   "metadata": {},
   "source": [
    "### Loading the data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0bf41b1-e714-4972-9ec1-b455935fb0a0",
   "metadata": {},
   "source": [
    "Let's take a look at the data. The data is from the first phase of ADIA Lab market prediction competition."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a003fe0d-0d4d-4031-a793-6821643e4e9e",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip3 install crunch-cli --upgrade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8daeef32-04e4-4c39-a1a4-d4aee805226c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import and instantiante the crunch package in this notebook\n",
    "import crunch\n",
    "crunch = crunch.load_notebook(__name__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "27f264f7-8b76-48b7-9705-a26915c74087",
   "metadata": {},
   "outputs": [],
   "source": [
    "!crunch --notebook setup curly-cedric --token dNC6peKScPoVCTssI27DJ8zzRHpLtu7otHINZa0uv5T12MiYjvWcYAnNJ27XkkHI\n",
    "%cd curly-cedric"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bd831b0a-df77-43bc-b4b7-9ed687c59019",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Getting the data\n",
    "X, y, _ = crunch.load_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb6d5632-5c5e-4f5c-b4a3-19132206215c",
   "metadata": {},
   "source": [
    "Let's merge X and y to have the complete dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "98eee69e-2019-4778-bc5e-1dff675c49b1",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = X.merge(y, on=['date', 'id'], how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e2ffd5c2-64a4-4dce-981b-21282678d341",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "   date                                                 id         0  \\\n",
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       "\n",
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       "1 -0.097967 -0.539599 -0.331276 -0.942609 -0.054123 -1.212772  1.688034  ...   \n",
       "2  0.052596 -0.652025  1.218241  0.382968 -0.861838 -0.318937 -0.744261  ...   \n",
       "3  1.018918  3.687519  1.597563  0.055918 -1.406041  0.652994  0.251138  ...   \n",
       "4 -0.290280 -0.278987 -0.603259  0.136952 -1.725076 -0.062219 -0.183102  ...   \n",
       "\n",
       "        452       453       454       455       456       457       458  \\\n",
       "0 -0.456020 -0.257331  0.396074  0.318007 -0.538754 -0.625193 -0.753419   \n",
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       "3 -1.155922 -1.108540 -2.046100  1.311100 -0.322965  0.999248 -1.238640   \n",
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       "\n",
       "        459       460         y  \n",
       "0  0.154403  1.069385  0.192308  \n",
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       "\n",
       "[5 rows x 464 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e49fdfc-b49d-4931-b76d-be51c73bc1ff",
   "metadata": {},
   "source": [
    "First, let's plot the number of observations for each date in the dataset. We want to make sure that there are enough observations in each cross section so that each fold contains enough data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "80f8ef9b-af56-4003-be13-35475851546c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='date'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('date')['id'].count().plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f40dd98b-b8ed-4fe4-a95f-ab3bd2f0ce85",
   "metadata": {},
   "source": [
    "The minimum number of observations is approximately equal to 500 and is reached for the first date. Moreover the number of observations shows an overall increasing trend. So there should be no folds containing very little data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "348ab23b-f6f0-43bb-9db2-176531691360",
   "metadata": {},
   "source": [
    "Let's say we want to split the data into five folds, in an expanding window fashion.\n",
    "\n",
    "A mandatory parameter that GroupTimeSeriesSplit expect is test_size. The test_size will be set to 30 meaning that it will contain 30 dates which is the number of dates over which the models are scored during the first phase of the ADIA Lab market prediction competition.\n",
    "\n",
    "Another important parameter to specify is called *groups*. This is the parameter on which GroupTimesSeriesSplit will perform the split. For the split to take place correctly, *groups* must correspond to the column in the dataframe used as time unit. For ADIA Lab dataset, *groups* will be the column *date*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "578b65d9-a4bc-405b-b150-cda3f67e59b4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "841ab253db1c4adbbffc3a397b9cf177",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "features = df.columns.drop(['y'])\n",
    "target = ['date', 'id', 'y']\n",
    "\n",
    "cv_args = {'test_size':30, 'n_splits': 5, 'window_type': 'expanding'}\n",
    "CV = GroupTimeSeriesSplit(**cv_args)\n",
    "\n",
    "groups = df['date'].values\n",
    "\n",
    "for train_index, val_index in tqdm(CV.split(df, groups=groups)):\n",
    "    train_set = df.iloc[train_index]\n",
    "    val_set = df.iloc[val_index]\n",
    "    X_train, y_train = train_set[features], train_set[target]\n",
    "    X_val, y_val = val_set[features], val_set[target]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7544909a-b3f9-4eb2-ad82-677ac9be4dd7",
   "metadata": {
    "tags": []
   },
   "source": [
    "For the sake of readability, we will only print the features of the 5th fold."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "14cdfebf-c9d7-4b0e-b4f3-d9959b49cd44",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "      <td>-0.942609</td>\n",
       "      <td>-0.054123</td>\n",
       "      <td>-1.212772</td>\n",
       "      <td>1.688034</td>\n",
       "      <td>...</td>\n",
       "      <td>0.610428</td>\n",
       "      <td>-0.984907</td>\n",
       "      <td>-0.429806</td>\n",
       "      <td>0.199055</td>\n",
       "      <td>0.202587</td>\n",
       "      <td>1.612578</td>\n",
       "      <td>0.302153</td>\n",
       "      <td>-0.165713</td>\n",
       "      <td>0.905807</td>\n",
       "      <td>0.083180</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>b8d41ef950b69f94c380410f59f47e15666c57b74573b6...</td>\n",
       "      <td>0.092316</td>\n",
       "      <td>0.052596</td>\n",
       "      <td>-0.652025</td>\n",
       "      <td>1.218241</td>\n",
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       "      <td>-0.861838</td>\n",
       "      <td>-0.318937</td>\n",
       "      <td>-0.744261</td>\n",
       "      <td>...</td>\n",
       "      <td>0.212365</td>\n",
       "      <td>-0.046016</td>\n",
       "      <td>1.147463</td>\n",
       "      <td>0.696961</td>\n",
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       "      <td>-0.643112</td>\n",
       "      <td>0.433585</td>\n",
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       "    <tr>\n",
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       "      <td>0</td>\n",
       "      <td>cdce060d04ce28a551eaab653cc4b01f5ad878aeb932ec...</td>\n",
       "      <td>4.119639</td>\n",
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       "      <td>-1.406041</td>\n",
       "      <td>0.652994</td>\n",
       "      <td>0.251138</td>\n",
       "      <td>...</td>\n",
       "      <td>1.254787</td>\n",
       "      <td>-1.155922</td>\n",
       "      <td>-1.108540</td>\n",
       "      <td>-2.046100</td>\n",
       "      <td>1.311100</td>\n",
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       "      <td>-1.238640</td>\n",
       "      <td>0.882844</td>\n",
       "      <td>-1.333590</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
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       "\n",
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       "0  0.388808 -1.535913 -0.133312 -1.826404 -0.532795  0.351273  0.158866  ...   \n",
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       "2  0.052596 -0.652025  1.218241  0.382968 -0.861838 -0.318937 -0.744261  ...   \n",
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       "4 -0.290280 -0.278987 -0.603259  0.136952 -1.725076 -0.062219 -0.183102  ...   \n",
       "\n",
       "        451       452       453       454       455       456       457  \\\n",
       "0 -0.731349 -0.456020 -0.257331  0.396074  0.318007 -0.538754 -0.625193   \n",
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       "\n",
       "        458       459       460  \n",
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       "3 -1.238640  0.882844 -1.333590  \n",
       "4 -0.402669  0.677189  0.319992  \n",
       "\n",
       "[5 rows x 463 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
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   ],
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    "X_train.head()"
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    {
     "data": {
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       "array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,\n",
       "        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,\n",
       "        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,\n",
       "        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,\n",
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       "        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,\n",
       "        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,\n",
       "        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,\n",
       "       104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116,\n",
       "       117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129,\n",
       "       130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142,\n",
       "       143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155,\n",
       "       156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168,\n",
       "       169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181,\n",
       "       182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194,\n",
       "       195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207,\n",
       "       208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220,\n",
       "       221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233,\n",
       "       234, 235, 236, 237, 238])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
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    }
   ],
   "source": [
    "X_train['date'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bd99d491-8f04-4676-81d5-1c36faeb3112",
   "metadata": {
    "tags": []
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251,\n",
       "       252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264,\n",
       "       265, 266, 267, 268])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
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   ],
   "source": [
    "X_val['date'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "31b34589-0e62-45bd-8d34-58d39020b09d",
   "metadata": {
    "tags": []
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "(30,)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_val['date'].unique().shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32c0c82a-d88f-4d7a-999d-4252fa1fc1c3",
   "metadata": {},
   "source": [
    "We can see that the training and validation set are not overlapping. The validation set effectively contains 30 dates as specfied by the parameters *n_splits*.\n",
    "\n",
    "Now let's say we want to set an embargo between the train and validation sets. Embargo is the number of time units you should eliminate from the training\n",
    "set observations that immediately follow an observation in the validation set. This concept is represented in the Figure below (López de Prado, 2018).\n",
    "\n",
    "<div style=\"text-align:center\">\n",
    "    <img 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\"\n",
    " alt=\"Representation of the notion of embargo\" width=\"500\" height=\"400\">\n",
    "</div>\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "542bd9e4-3819-41a6-9e44-cc9b74630b8b",
   "metadata": {},
   "source": [
    "The embargo value is controlled by the parameter called *gap_size* which is an integer, here set to 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ec872c40-d83c-42f6-b0d6-58f155c5bee0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "804689ac07184146aabc864cd7e3792a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "features = df.columns.drop(['y'])\n",
    "target = ['date', 'id', 'y']\n",
    "\n",
    "cv_args = {'test_size':30, 'n_splits': 5, 'window_type': 'expanding', 'gap_size':1}\n",
    "CV = GroupTimeSeriesSplit(**cv_args)\n",
    "\n",
    "groups = df['date'].values\n",
    "\n",
    "for train_index, val_index in tqdm(CV.split(df, groups=groups)):\n",
    "    train_set = df.iloc[train_index]\n",
    "    val_set = df.iloc[val_index]\n",
    "    X_train, y_train = train_set[features], train_set[target]\n",
    "    X_val, y_val = val_set[features], val_set[target]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "867d954b-1563-4b7c-9b15-f37d162e2330",
   "metadata": {},
   "source": [
    "Let's print the features of the 5th fold. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cbe5e56f-5c32-4608-9575-4d0c54de6415",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>id</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>...</th>\n",
       "      <th>451</th>\n",
       "      <th>452</th>\n",
       "      <th>453</th>\n",
       "      <th>454</th>\n",
       "      <th>455</th>\n",
       "      <th>456</th>\n",
       "      <th>457</th>\n",
       "      <th>458</th>\n",
       "      <th>459</th>\n",
       "      <th>460</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>dae29c8061b3176b9208f26afbb96e2ca50886db41902d...</td>\n",
       "      <td>-0.909515</td>\n",
       "      <td>0.388808</td>\n",
       "      <td>-1.535913</td>\n",
       "      <td>-0.133312</td>\n",
       "      <td>-1.826404</td>\n",
       "      <td>-0.532795</td>\n",
       "      <td>0.351273</td>\n",
       "      <td>0.158866</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.731349</td>\n",
       "      <td>-0.456020</td>\n",
       "      <td>-0.257331</td>\n",
       "      <td>0.396074</td>\n",
       "      <td>0.318007</td>\n",
       "      <td>-0.538754</td>\n",
       "      <td>-0.625193</td>\n",
       "      <td>-0.753419</td>\n",
       "      <td>0.154403</td>\n",
       "      <td>1.069385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2f71f1b5d49fbd131351df95848dc91ab14662af62d4d0...</td>\n",
       "      <td>-0.107694</td>\n",
       "      <td>-0.097967</td>\n",
       "      <td>-0.539599</td>\n",
       "      <td>-0.331276</td>\n",
       "      <td>-0.942609</td>\n",
       "      <td>-0.054123</td>\n",
       "      <td>-1.212772</td>\n",
       "      <td>1.688034</td>\n",
       "      <td>...</td>\n",
       "      <td>0.610428</td>\n",
       "      <td>-0.984907</td>\n",
       "      <td>-0.429806</td>\n",
       "      <td>0.199055</td>\n",
       "      <td>0.202587</td>\n",
       "      <td>1.612578</td>\n",
       "      <td>0.302153</td>\n",
       "      <td>-0.165713</td>\n",
       "      <td>0.905807</td>\n",
       "      <td>0.083180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>b8d41ef950b69f94c380410f59f47e15666c57b74573b6...</td>\n",
       "      <td>0.092316</td>\n",
       "      <td>0.052596</td>\n",
       "      <td>-0.652025</td>\n",
       "      <td>1.218241</td>\n",
       "      <td>0.382968</td>\n",
       "      <td>-0.861838</td>\n",
       "      <td>-0.318937</td>\n",
       "      <td>-0.744261</td>\n",
       "      <td>...</td>\n",
       "      <td>0.212365</td>\n",
       "      <td>-0.046016</td>\n",
       "      <td>1.147463</td>\n",
       "      <td>0.696961</td>\n",
       "      <td>-0.574426</td>\n",
       "      <td>1.255969</td>\n",
       "      <td>0.270394</td>\n",
       "      <td>1.272939</td>\n",
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    {
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       "array([239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251,\n",
       "       252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264,\n",
       "       265, 266, 267, 268])"
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    "X_val['date'].unique()"
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  {
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   "id": "02407c9e-6d4e-4806-b9a0-e12a5fd287a8",
   "metadata": {
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    {
     "data": {
      "text/plain": [
       "(30,)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_val['date'].unique().shape"
   ]
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  {
   "cell_type": "markdown",
   "id": "c459b4c4-86f0-47f4-90f2-f39f5137f022",
   "metadata": {},
   "source": [
    "We can see that the split is correctly done. There is indeed an embargo of 1 time unit between the train and the validation set. We can also notice that the validaton set still contains 30 dates, as required."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "397f9431-6281-4d26-b23e-e82fd40914d1",
   "metadata": {},
   "source": [
    "### Application of GroupTimeSeriesSplit in Supervised Learning\n",
    "\n",
    "In this section, we will use GroupTimeSeriesSplit to perform Cross Validation on the ADIA Lab Market Prediction Competition data.\n",
    "\n",
    "The model to generate the predictions is described as follows:\n",
    "- preprocessing: as we are using a linear model with an mse loss function, models benefit from data being identically distributed: data are cross-sectionally Gaussianised.\n",
    "- modeling: we perform a linear regression using scikit-learn for the training and the inference.\n",
    "\n",
    "The performance of our model will nevertheless be assessed using the spearman rank correlation."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a79420d-7a00-4630-b8ba-0c60d8be78dd",
   "metadata": {},
   "source": [
    "#### Preprocessing step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "607f4309-4e2d-4e52-bb7a-c7574f2a7a06",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def gaussianise_df(x):\n",
    "    nstocks = x.shape[0]\n",
    "    x0 = np.linspace(-3, 3, nstocks)\n",
    "    cdf_vector = norm.cdf(x0)\n",
    "    xx = np.linspace(cdf_vector[0], cdf_vector[-1], nstocks)\n",
    "    gx = norm.ppf(xx)\n",
    "    gauss_xc = np.empty_like(gx)\n",
    "    for c in x.columns[2:]:\n",
    "        indices = np.argsort(x[c].values)\n",
    "        gauss_xc[indices] = gx\n",
    "        x[c] = gauss_xc\n",
    "    return x"
   ]
  },
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   "cell_type": "code",
   "execution_count": 20,
   "id": "dd4e5070-c015-4474-8839-14f53c23b62a",
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       "  0%|          | 0/269 [00:00<?, ?it/s]"
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gauss_df = df.groupby('date', group_keys=False).progress_apply(lambda x: gaussianise_df(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e3c9500-366e-4456-8d63-d4136832091a",
   "metadata": {},
   "source": [
    "Let's compare the data before and after the transformation. The choice of the plotted features is purely random."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "328f194a-82b5-4dca-be33-5c4d0665149d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x1200 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14,12))\n",
    "ax1 = fig.add_subplot(321)\n",
    "ax2 = fig.add_subplot(322)\n",
    "ax3 = fig.add_subplot(323)\n",
    "ax4 = fig.add_subplot(324)\n",
    "ax5 = fig.add_subplot(325)\n",
    "ax6 = fig.add_subplot(326)\n",
    "\n",
    "df['123'].plot(kind='hist', bins=100, ax=ax1, title='feature 123')\n",
    "gauss_df['123'].plot(kind='hist', bins=100, ax=ax2, title='Gaussian feature 123')\n",
    "df['345'].plot(kind='hist', bins=100, ax=ax3, title='feature 345')\n",
    "gauss_df['345'].plot(kind='hist', bins=100, ax=ax4, title='Gaussian feature 345')\n",
    "df['y'].plot(kind='hist', bins=100, ax=ax5, title='target')\n",
    "gauss_df['y'].plot(kind='hist', bins=100, ax=ax6, title='Gaussian target')\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da3e95d9-0f91-4517-8381-023e2f454cbe",
   "metadata": {},
   "source": [
    "#### Prediction step\n",
    "The following function takes as an input the predictions of the target, the actual target, val_refs which contains the *date* and *id* columns of the validation sets. It returns the spearman rank correlation for each date."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7025380d-f5b8-4e59-9b77-e29682149c65",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def get_spearman_results(preds, y_test, val_refs):\n",
    "    preds.rename({f'{target}':f'pred_{target}' for target in preds.columns}, axis=1, inplace=True)\n",
    "    preds_ref = pd.concat([preds.reset_index(drop=True), val_refs.reset_index(drop=True), y_test.reset_index(drop=True)], axis=1)\n",
    "    spearman = pd.DataFrame()\n",
    "    \n",
    "    target_suffixes = [col.split('_')[-1] for col in preds_ref.columns if 'pred' in col]\n",
    "    for suffix in target_suffixes:\n",
    "        spearman[f'target_{suffix}'] = preds_ref.groupby('date')[[f'pred_{suffix}', f'{suffix}']].corr(method='spearman').unstack().iloc[:,1]\n",
    "\n",
    "    return spearman"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8991c6e1-481c-4ede-87eb-8600164178fc",
   "metadata": {},
   "source": [
    "The following function defines the linear model that we use to predict the target. It takes as input X_train, y_train, X_val, y_val, val_refs and the target. It returns the average spearman rank correlation over the validation set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "61551252-18e2-4158-8915-dc373835459e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def linear_model(X_train, y_train, X_val, y_val, val_refs, target):\n",
    "    model = LinearRegression(n_jobs=10, positive=False)\n",
    "    model.fit(X_train, y_train[target])\n",
    "    preds = pd.DataFrame(model.predict(X_val), columns=[target])\n",
    "    spearman_results = get_spearman_results(preds, y_val, val_refs)\n",
    "\n",
    "    return spearman_results.mean().values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c751257-c2e5-45b2-8cd6-1671e522db39",
   "metadata": {},
   "source": [
    "The following function sets up the cross validation. It takes as input the arguments of GroupTimeSeriesSplit, the dataset, the features and the target. It returns the spearman rank correlation for each fold."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ceb2a8c2-0f95-4030-bc9b-d6bea37b7d9c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def cross_validation(cv_args, df, features, target):\n",
    "    val_score = []\n",
    "    cross_validator = GroupTimeSeriesSplit(**cv_args)\n",
    "    groups = df['date'].values\n",
    "    \n",
    "    # creating the folds\n",
    "    for train_index, val_index in tqdm(cross_validator.split(df, groups=groups)):\n",
    "        train_set = df.iloc[train_index]\n",
    "        val_set = df.iloc[val_index]\n",
    "        X_train, y_train = train_set[features], train_set[target]\n",
    "        X_val, y_val = val_set[features], val_set[target]\n",
    "        train_refs = train_set.iloc[:, :2]\n",
    "        val_refs = val_set.iloc[:, :2]\n",
    "\n",
    "        # training and validation steps\n",
    "        spearman_score = linear_model(X_train, y_train, X_val, y_val, val_refs, 'y')\n",
    "        val_score.append(spearman_score*100)\n",
    "    return val_score"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee6a2e61-b3f0-4820-887c-6a31416a1545",
   "metadata": {},
   "source": [
    "We are going to run the cross validation in a expanding window fashion with 5 splits, a test size of 30 (meaning that the test size will contain 30 dates) and an embargo of 1. Shift size is set to 30. The shift size is the number of skipped time unit between each fold."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e57f3c17-7ff7-4402-b9ff-e5a032351f84",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6cd1984e7c9c4430861afc73530165a2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cv_args = {'test_size':30, 'n_splits': 5, 'window_type': 'expanding', 'gap_size': 1, 'shift_size':30}\n",
    "features = df.columns.drop(['date', 'id', 'y'])\n",
    "target = ['y']\n",
    "\n",
    "exp_val_score = cross_validation(cv_args, gauss_df, features, target)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08ab15b9-e554-4451-a02f-debd0f6cc6cb",
   "metadata": {},
   "source": [
    "The folds are represented on the following plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "2910881f-d903-42b0-8578-b3da07daa3ee",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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1n//8Rx988IGqVKmiPHny6MaNGzpx4oS2b9+u+Ph4lS5dWhUqVHCp38yZM+urr75SixYt1LdvX02ZMkXFihXT3r17tX37dmXOnFmzZ8+2q1kUEBCgl19+WaNHj1atWrVUr149SdJvv/2mUqVKqXr16vr111+drq9atWqKiYlR0aJF1aBBA8XExGjFihW6fv26unbtqtatWydzT6WNrl27aufOnRo/frwqVKigRx55RAULFlRUVJSOHj2qvXv3qnz58urVq5ek20mU5cuXa/ny5cqWLZsqVqyo0NBQnTt3Tlu2bNGFCxeUKVMmzZw5025fDxs2TH/99ZfmzJmj4sWL69FHH1WBAgV07tw5HTp0SIcPH1arVq3UsWPHZG9TnTp1NHHiRA0aNEi1a9dWuXLlVLRoUd28eVNHjx7Vnj17FBAQoGeffVbS7SRou3btFBwcrEqVKilXrly6dOmS1q1bp6ioKLVp00bVqlVL1vZb9e/fX08//bQ+++wzFS5cWDt27NDu3bsVGBio6dOnJ2u7W7RoodGjR2vw4MH6+eefbTcWGDdu3H1rggEAALiCK6UAAA+8WrVq6eDBg5owYYJq1KihvXv3at68eVqxYoWuXbumLl26aPHixfrzzz9VokQJl/tt2LChNm/erE6dOunEiRP67rvvdOrUKXXt2lVbt261G7pnNXLkSL377rvKly+fVqxYoV27dql37976+eefbcOhnPH19dXKlSvVqVMn/frrr/rpp5+UP39+/fe//031ukkpbdy4cVqxYoVatmypEydOaOHChdq+fbv8/f01ZMgQuyt7ypQpoxUrVmjIkCEqWrSodu/erW+//VYbN25Unjx59MILL2j37t1q1KiR3To8PDw0e/Zsfffdd6pfv77+/vtvzZ8/X3/99Zdy5sypkSNHpuiQzueee06bNm1Sly5ddPHiRS1evFi//vqrPDw81K9fPy1atMg2b7Vq1fT222+rYsWK2rdvn7799ltt2bJF5cqV04wZM/TNN98ke/utnnzySS1evFienp5atGiRTpw4oVatWum3337TI488kqxtrlixor788kuVLl1ay5cv1xdffKEvvvjC6dWIAAAASWEx3J4FAAC3OXLkiAoWLKi6detq9erV7g4HD4iIiAjNmDFDq1atsl2RBwAA8KDhSikAAAAAAACkOZJSAAAAAAAASHMkpQAAAAAAAJDmqCkFAAAAAACANMeVUgAAAAAAAEhzJKUAAAAAAACQ5khKpVN79uxRu3btlDdvXvn6+ioiIsJhnnr16slisaR9cOmQdV8cOXIkzda5evVqWSwWjRw5MkX6i4yM1FNPPaWSJUsqa9as8vHxUZ48edS+fXtt3LjxnssuXbpUdevWVXBwsIKCglS3bl0tXbo0ReKSbt+y3mKxOD0OH2QRERGyWCxavXq1XXtaHE/h4eEKDw9Pkb6sx2JCj2rVqqXIeiTJYrGkyu3nrduQFsdYeHg4n51pKDIyUhaLRZGRkSnSX2odgxmZxWJx+LxJy/ecMyn5vZJRv6OSwh2fbyn9Ht+6dav+85//qG3btsqbN68sFov8/PxSpO87jRw50uk5QGI4e2/dz73OMebMmaOKFSvK398/SX2nJOvrmlLnua5KyfOjHTt26LnnnlO1atWUJ08e+fr6Kjg4WNWrV9eHH36o2NjYBJc9ceKEevXqpTx58sjPz0/FihXTm2++qZs3bzqdPzIyUl5eXsqWLVuKn4cDGZ2XuwOAI2OMWrZsqQMHDqhw4cJq1aqVatWq5dKyR44cUcGCBVW3bt1kfckmVWRkpHr27KkRI0ak+ZfYg+7DDz/Un3/+qbJly6pWrVry8/PTvn37NG/ePM2fP19TpkzR008/7bDcpEmT9MILL8jLy0uPPfaYfH19tXz5crVo0UITJ07UwIED3bA1GZPFYlFYWFiaJj8To3Dhwk4/KwoXLuyGaJDS0vvxBwAp4a233tKiRYvcHUaa27x5s7p27So/Pz81btxYISEhCg0NlcTnf1KtXbtWH330kcLCwlSqVCllz55dZ8+e1YYNG/Tbb79pwYIF+vHHH+Xt7W233MGDB1W9enWdPXtWZcqUUe3atbVlyxa99dZb+uWXX7Rq1Sr5+vraLVOkSBF17NhRBw4c0Nq1a7Vx40bt379fBQsWTMtNBh5IJKXSoQMHDujAgQMqVKiQ9u3bJ09PT3eHlO7NnDlT169fV968ed0dSpJ99NFHKlWqlAIDA+3aFy9erHbt2mngwIFq27atsmbNapu2f/9+DR48WL6+vlq1apWqV69ua69Ro4YGDx6sxx9/XEWLFk3TbXnQPajHU61atVLsL9VprUqVKtqzZ4+Cg4PdHQrwUOA9lzGtWLFCt27dcncYyVK9enWVL19elStXVuXKlZUrVy53h5SiEjrHWLJkieLj4zV58mT16tXLTdH9T5s2bVStWjVbYuxB1KxZMzVr1kyFChWyaz99+rQee+wxrVy5Ul988YX69etnN71Xr146e/asBg4cqIkTJ0qSYmNj9eSTT2rBggUaM2aMRo0aZbdMrVq1bH8Y7NGjh2bOnKkVK1Y4/YMyAHsM30uHTp8+LUmqWLEiCSkXFShQQCVKlHD4S8eDpGrVqg4JKUlq2bKl6tWrpxs3bui3336zmzZx4kTFxsaqX79+toSUJBUrVkyvv/66YmNjNWnSpFSPPaPJCMfTg8bf318lSpRQ7ty53R0K8FDgPZcxFS5cWCVKlHB3GMny6quvatSoUWrevLly5szp7nBSXELnGCdOnJAkhwSKuwQHB6tEiRIPdFKqUKFCTvdnzpw59dprr0mSVq5caTdt8+bNWrt2rXLkyKHx48fb2r28vPTJJ5/I29tbkydPvmfyt0qVKpL+95sOwL2RlEqHrOOb/f39E7XcyJEjbZeIrlmzxq6mzN11Fs6ePauXX35ZxYsXl5+fn7JkyaLHH39ca9euddr3pk2b1KZNG4WFhcnX11e5cuVSlSpVNHToUF29elXS7THyPXv2lCSNGjXKbv1JuXrj2rVrGjdunCpUqKCQkBAFBASocOHC6tChg3766Se7eZ2Nz7e23etx92XQR44cUd++fRUeHi5fX19lz55d7du3144dOxIdf0qyJid9fHzs2q3j1du3b++wTIcOHSTd/stbarHWY4iMjNTOnTvVsmVLZcmSRZkzZ1bdunXvWwvrfs6fP69hw4apdOnSCggIUHBwsIoVK6bu3bvr999/t5vXWnshJiZGI0aMUOHCheXn56dChQrdswaAM3cfT9a6CpJ09OhRu2Pozto2iYk3o1i1apUsFovtvW8VFxen4OBgWSwWh78mnj17Vh4eHqpcubKtLaH6Nkk9xmJjYzV27FgVLVrUdhwMHz5cMTEx99yeH374QY0aNVKWLFnk5+en4sWL67XXXtOlS5fs5ps+ffo9t81isWjGjBl207Zs2SKLxWJ7b7rqfsdfdHS0QkND5e/vr8uXLzvtw/qd8Nhjj9na7ty3mzZtUpMmTRQSEqKgoCA1atTIIQl+p507d6pLly62uod58uRRz5493T60ZP369WrTpo1y5MghX19fhYeHa+DAgTp79qzdfK+88oosFos6duzo0MeZM2eUK1cueXl56ddff7W131mDbtmyZapVq5YCAgKUJUsWtW3bVnv37nXo6+bNm/riiy/UqlUrFSpUSJkyZVJISIjq1Kmjr7/+2uk23LmetWvXqkGDBgoMDFRQUJCeeOIJ/fXXX06Xu3btml599VUVKFBAfn5+KlGihN5//30ZY5zOn9LvuVu3bumdd95RkSJFbO+5kSNH6tatW26t43b16lW9/PLLyp8/vzJlyqRSpUpp0qRJMsY4rdmT3NfM1WMjMRLz3eJsX1vb7vW4W3p9j6eFpHyXx8XFafz48SpWrJh8fX2VP39+vfrqq4qOjnaYN6FzjOnTp0uS6tevb3f+7Mr5R2L89NNPatKkifLly2d7bWvVquXwfeasppS17V6Pu8t3xMTEaOLEiapcubICAwOVOXNmValSRV988UWCn09p4X7n1i1atHAYopczZ07Vrl1bFy9e1IYNGxLsO3PmzJL0wF+1CKQVhu9lIBUqVFC7du00b9485cyZU02bNrVNu7POzN69e/XYY4/p5MmTKly4sJo1a6bz589r5cqVWr58uWbNmqXOnTvb5v/+++/VsmVLWSwW1axZUzVq1NDFixe1f/9+/ec//1Hfvn0VEBCgpk2bKjY2Vhs2bFD58uVVoUIFWx9FihRJ1LbExcWpcePG2rhxo/Lly6d69erJx8dHJ06c0NKlS5U5c2Y1adLknn00bdrUaaHEq1evat68eZJkdyXa+vXr9cQTTygqKkqlS5dWy5YtdfLkSc2fP18//PCDvv/+e9WvX9+l+K0nEIcPH052scYVK1Zo1apVypo1q+0vL5J06dIlHTt2TJL0yCOPOCyXL18+hYaG6ujRo7p8+XKqDtHYsmWLnn32WeXLl08NGza0jadv2LChNm/erDJlyiS6z6tXr6patWo6cOCAihYtanu9jx07pjlz5qhQoUJ2+0O6XY+tffv2+uWXX9SwYUNVqFBBK1as0FtvvaWNGzfqp59+StLVh0WKFFGPHj00Y8YMZc6c2S4JaP2LdFLidSYiIkIzZsxIUl22v//+W0OHDtX58+cVGhqqWrVqqWnTpvLwSL2/P1SvXt02fPRO27dvV1RUlKTbiasRI0bYpq1Zs0bGGNWtW9fl9ST2GOvUqZO+++4722eTMUbvv/++tm/fnuBJ8NixYzVs2DB5eXmpbt26Cg0N1YYNGzRu3DgtWLBAa9eutf3V3vpjIKFts07r0aOHbZq1zl9itlu6//Hn6+urHj166P3339dXX32lAQMGOPQxdepUSdIzzzzjMG3jxo3q27evihQposcff1wHDhzQL7/8orVr12rp0qVq1KiR3fzz5s1T586dFRMTo4oVK6pGjRo6ePCgIiMjtWTJEq1Zs0alS5e+73ZZayBKSpEfJpMmTdKgQYPk4eGhKlWqKG/evNq1a5cmT56spUuXasOGDbargt5++2398ssv+uabb/TEE0+oe/futn569+6t06dPa8SIEXZXoFp9++23+uSTT1SpUiW1aNFCO3bs0IIFC7Ry5UqtWbNG5cuXt9vGp59+Wjlz5lSJEiVUpUoVnTp1Shs3btS6deu0d+/eBN/nS5Ys0cSJE1WmTBk1adJEO3fu1A8//KBNmzZp165ddkOaoqOjbd+ZoaGhatGiha5cuaLXXntNBw8eTNL+TMx7zhijDh06aNGiRQoMDNTjjz+u+Ph4vffee/rjjz+StP6UcPPmTTVs2FC///67smfPrubNm+vq1asaMmRIgvslOa9ZYo4NV6XEd0v79u117tw5h/ZTp07pp59+cviOSK/v8bSQ1P3dpUsXLV26VFWqVFHx4sW1bt06jR8/XidPntSXX355z3VaP+PXr1+vgwcPqkmTJrb3tyvnH4nx6aefqn///vL19VXt2rVVp04dnT17Vnv27NHIkSPtvs/uFaszP/74o06fPm13nnXt2jU9/vjjWrdune28xMPDQ7/++quefvppbd68WZ9++qlLsSfn/OhuFy9e1HvvvSdJevzxx+2m/fnnn5KkRx991Omyjz76qFauXKk///yTm24AKcUg3fnxxx+NJNOrV69EL3v48GEjydStW9fp9NjYWFOmTBkjyUycONHEx8fbpm3bts1ky5bNZM6c2Zw+fdrWXrduXWOxWMyWLVsc+tu0aZOJioqyPZ8+fbqRZEaMGJHo2O+0atUqI8m0atXKxMXF2U27dOmSQyx169Y1kszhw4fv2W98fLxp3bq1kWQGDBhga798+bLJlSuX8fb2Nt9++63dMj///LPx8fExefPmNdHR0S7FL8mleJyZNm2a6dGjh+nYsaOpVKmSkWSCgoLMjz/+aDffn3/+aSSZLFmyJNhXhQoVjCSzY8eORMfhihEjRti2ddy4cXbTBg0aZCSZbt26Jalv67H0/PPPO0w7ffq02blzp12bNY58+fKZgwcP2trPnDljd8zfqUePHkaSWbVqlV17QseTJBMWFpYi8SbEGlNi3kPW94uzR9myZc3+/ftd7isp6tSp47C/3n33XSPJlC5d2vj6+pobN27Ypj377LNGklmyZInDNvTo0cOu76QcY7NnzzaSTKFChcyJEyds7YcOHTL58uWz9Xen33//3Xh4eJjAwECzadMmW/vNmzdNhw4djCTToUMHu2UKFCjgdNssFospVaqUw7HyxBNPGEkuHwt3u9fxt2/fPiPJVKhQwWHaxYsXjZ+fn8mWLZu5efOmrf3OfTts2DC774OPP/7YSDJ58uSx275Dhw4Zf39/ExwcbNasWWO3nhkzZhhJpnLlyi5tj/X7KiVORX799Vfj4eFhwsLCzJ9//mlrj4+PN6NHjzaSTPv27e2W2bNnj8mUKZMJCgqyHbvW7a5WrZq5deuW3fzW96YkM2XKFLt1vPrqq0aSefTRR+2WOXfunPnpp58cvscOHTpkwsPDjYeHh8PnjHU9Hh4eZvbs2bb22NhY065dOyPJDB8+3G6ZMWPGGEmmSpUq5tKlS7b2rVu3mqCgIKfHTkq+52bNmmUkmSJFiph//vnH1n7s2DETFhaWYq9zYr311ltGkqlevbq5fPmyrf3PP/80WbJkcbpfkvOaJebYcFViv1us+/t+bty4YapWrWokmfHjx9va0+N7XJLx9fVNVh+uSuq5R8mSJe2Oi0OHDtmOsQMHDtgtk9A5RkLnJNb1JPT5nxhhYWF2n3lW8fHxZuXKlXZtiTmnnzdvnrFYLCYsLMycOXPG1t6/f3/bZ8aVK1ds7WfOnLEdf0uXLnUp9qScH1nt37/f9OjRw3Tr1s00btzYBAQEGEmmb9++dt99xhjzyCOPGElm0aJFTvv64IMPjCTz0ksvJbi+mTNnGklm6NChiY4VeBiRlEqHPvroIyPJvPLKK4le9n5JqQULFhhJplOnTk6nWz9o33vvPVtbyZIlTUhIiEvrT6mk1Ny5c40kM2HCBJfmdzUp9frrrxtJpn79+nY/OCZMmHDPLw/rifi8efNciqd48eKmePHidj+IXdW7d2+7pEKWLFnMd9995zDfhg0bjCSTN2/eBPuqWbOmkWQ2btyY6DhcYf3xUqtWLYdp586dS9ZJ1Lhx44wks2DBApfmd/aDwGrZsmVGkilWrJhde0ompRIbb0Jee+01U7x4cTN58mSXl9m2bZsZMmSI+e2338z58+fN+fPnzYoVK0y1atVsMd/5QzWlDR8+3Egy06dPt7U1b97chISEmM8++8xhH5cpU8Z4eHjYxXS/H8iJOcZq165tJJmvvvrKYRlrPHf/SOrevbvTH/vG3P4hkilTJuPh4WH3nu7WrZvTbStbtqzts8Z6DMXFxZng4GATGhrqcALsqvu9n+rXr28kOSTtJ0+e7PQE2rpvw8LCHBIwxhjbD4Y7EyMvvPCCkWQ+++wzpzFYk/5bt2697/acOHHC9lmZXK1atTKSzE8//eQwLT4+3jzyyCPGw8PDnD171m6a9fu2Vq1aZteuXcbf398EBAQ4/Ig05n+fFzVq1HCYFhMTY/Lnz5+oz9vPP//cSDKTJk1yup6uXbs6LLN161an3/HWdW/YsMFhmaFDhyYpKZWY95z1u2bOnDkOy0ybNs1tSSlrEvrXX391mPbmm28m+jvqfq9ZSh0bd0rsd4urSamuXbs6TTCmx/d4Wialknru8csvvzhMe/755x2+G41xb1IqU6ZMpnz58i7N6+o5/R9//GEyZ85sMmfObPdHgdOnTxtvb29TsGBBuz+I3LmcJNOiRQuX4knK+ZHVunXr7M6tJZnnnnvOLlltVbRoUSPJ/Pzzz077sn4O9OnTJ8H1LV261EgyTz75ZKJjBR5G1JRKR27cuKENGzbYLidt2LBhiq/j559/liS1bt3a6XTrML/Nmzfb2ipWrKhLly6pd+/e2rVrV4rH5EyFChXk4eGhd999V19//bWuXLmS7D7nzp2rd955R4ULF9Z3330nL6//jV5Nyn65l71792rv3r1Junvb1KlTZYzRlStXtGXLFjVq1Ejt27dXnz597OYz/38p/L3qdFjnSW2NGzd2aMuWLZuyZcumf//9N0l9VqxYUZI0bNgwLV261OWaUE899ZRDW9OmTZUlSxbt37/fobZMSklqvHcbO3as9u7dq+eee87lZR555BGNHz9eVatWVdasWZU1a1Y1aNBA69evV+3atXX06FF99NFHSYrHFdbL163D0+Lj423rbtCggd20c+fOaffu3apQoUKihpS6eozdunVLmzZtkoeHh9Naa506dXLa/7p16yTdHoJxtxw5cqhx48aKj4+3q6dz93Zbt61evXoO07Zv367Lly+rTp06qVZbx3r3oM8//9yu3fo8oTsAtWvXzu7z0Mq6r9avX29rs35WtmrVymlfifmszJs3r+2zMjni4+O1YsUKBQYGOv3etA49j4+P19atW+2mDRgwQE888YTWr1+vGjVq6Pr165o4caIKFy6c4PqcfcZ4e3urXbt2kuz3l9X69ev19ttvq3///urZs6ciIiL07bffSro97NYZZ8d8sWLFJMnumD927JiOHz+uvHnzqkaNGg7LJHTM309i3nObN2+Wh4eH2rZt67BMYmuopZRjx47pxIkTypcvn6pVq+Yw/X5xJeU1S8qxcT8p9d1yp3HjxunLL79U1apVHT4v0uN7PC0lZX97e3s7Hcbl7P3qbhUrVtSff/6ZrKG9dzp79qxatWql69eva9asWSpXrpxt2po1a3Tr1i01bdrUoTaTJJUvX16BgYEun1sn5fzIqlatWjLGKDY2VocOHdJ7772nmTNnqlKlSg510u53fu3KuXX16tXl5+enhQsX6uuvv3aoSwnAHkmpdOKDDz6Qv7+/atWqpYsXL2rKlClOTwiTy/rB27FjR6fFCStVqiRJdrUHxowZo/Lly2vatGkqW7assmfPrlatWmn69OlOCzimhGLFiundd9/V2bNn1alTJ2XJkkUVKlTQyy+/rN27dye6v61bt6pnz54KDAzU4sWLlTVrVrvp1v1StWpVp/vF+uPWWU2G1BIQEKCKFStq7ty5atmypT7//HNbLSxJtjv1Xbt2LcE+rl+/busrNeXLl89pe0BAwH0LSyekYcOGevHFF7V37161aNFCwcHBqlq1qoYPH55godUsWbI4vYOhJIWFhUmS/vnnnyTFkxrxpjZPT0+9+uqrkuRwc4CUVL16dfn4+NglYC5duqT69eurSJEiypcvn22ateZSYuswuHqMnT9/XjExMcqZM6dD8VLp9vsmJCTEof2ff/6RxWKxHSd3s9aGu/P4uTvxZN22+vXrq2bNmnb7xPpvatafaNOmjXLmzKnZs2fbPhd+//137dixQ7Vq1VLJkiWdLpeYbbYey7ly5XL6Wfnyyy9LStvPyvPnz+vq1au6cuWKvLy8nMb14YcfJhjXF198IT8/P0VFRalFixb3vRV7YvbX5cuX1bBhQ9WuXVvDhw/Xp59+qsjISM2YMUPLly+XpAT/6OLsmLd+lt/53WtdX4ECBZz2k1D7/aTUe85a8DutWfdL/vz5nU5PaL8k5zVLzLHhqpT+blm6dKmGDRumfPnyaeHChQ7JgvT4Hk9LSdnfuXPndlqv0tn71d0++ugjFSxYUOPGjVORIkWUN29ePfXUU/ruu+8UHx+fqL5iYmLUtm1bHT16VKNHj1abNm3splv31yeffJJgUfQrV66k6bHk6empggUL6qWXXlJkZKT+/vtvPf/883bz3O/82pVz66xZs+rHH39U0aJFbb9jEvrDNwAKnacbpUqVUocOHbRt2zYdPHhQ33zzjbp06ZLoO/DdT1xcnKTbRf1y5MiR4Hx3Fk/Mnz+/tmzZopUrV2rp0qVas2aNlixZosWLF2v8+PHauHFjqpxwvvTSS+rQoYMWLlyon3/+WevWrdN7772nCRMmaNKkSXr22Wdd6ufUqVNq3bq1oqOj9c0336hUqVIO81j3S4cOHe65z6tWrZq0jUmmrl27avHixVq0aJHtL67WE+qLFy/q2rVrtjt93Ml6e+Gk/ihxVWpd+fH++++rb9++WrRokVasWKENGzbo999/1/jx4zV37txEfcGnxVVjKRlvSilatKik1P1LbaZMmVSlShWtX79eR44c0Zo1ayT9LwFTt25dfffdd7p586bDNFe5eoy5cgVhctzZb6FChZQ/f3799ttvtm2zWCyqU6eOMmXKpMqVK9slrKTUTUp5e3urZ8+e+s9//qNvvvlGPXv2vGeB8/tx9p6Ji4uTxWKxKwzujCtFkFOK9fM7MDDQ6ZU6d3KWNFi8eLHtaoi9e/cm+Hl6P87216uvvqqVK1eqTp06Gj16tMqUKaOQkBB5enpq+fLlatKkSYKfTSl1zCf1vZDY5dLDVbvOJHY7kvOaJSS5259S3y1//fWXOnfuLF9fXy1cuNCuWL5VenyPp7XE7m933VkyKcqVK6e//vpLP/74o3744QetWbNGc+fO1dy5c1WrVi2tWLHCaXLZmQEDBmj9+vV68skn9cYbbzhMt342P/LII3ZXUKUXrVu3VkBAgJYtW6aYmBjbdhcoUEDbt2+3nUPfzdVz6x9//FF79+5VaGioqlWrZrtyHIATaT5gEPcUGxtrHn/8cSPJfPHFF4le/n41paz1ihIq3ueqo0ePmgYNGjjUvkqpmlLO3Lp1y8yaNct4eXkZHx8fc/HiRdu0hMbn37x501YX5e6CrXdq2LChkWQ3Fj49WblypZFkmjZtatdeoEABI8msW7fOYZnjx48bSaZAgQKpFpe19sjd9RKsXK1t4aobN26Y//73v0aSyZEjh900/X+NgDsL79/JWnD0ziL+KVlTKrHxppXffvvNSDKPPPJIqq7njTfesB0LLVq0MFmyZLEVCrbWX1i1apUpW7as8fDwsHv/GnP/+jauHmMxMTHGx8fHeHh4OL0xQVRUlNP6NgULFjSSzN69e52ux1pH5ZtvvrFrt9ZlsW5buXLlbNOsdaUOHjxoQkJCTLZs2ZJcT8oY146/Q4cOGYvFYqpXr26uXLliAgMDTXBwsLl+/brDvNZ9m1Cx1okTJxrJ/qYQhQsXNpKc1uFwl1u3bhlfX1+TNWvWRC+7f/9+Wy0U62v8zDPPOJ3X+nlxdz0hqxdffNFI9kWjc+TIYTw9PZ3WdPvkk0+cHvP3qitjjONxcOTIEaN71BfcsWNHkmpKJeY95+3tneB77sqVK26pKWXdL/ny5XM6fefOnU73S3Jes8QcG8lxr++WhL53z58/bwoVKmQkma+//jrBvtPje1xpWFPKmfude9zvBih3nxO7s6aUM7t37zblypUzkszHH39sa7/XOb21FmvFihWdfr8Y878bILz44oupEndKsJ5Hnzp1ytZmrTfXu3dvp8tYf//cXRj+TgcOHDCSTO7cuR3OdwA4YvheOuPp6amuXbtKknbs2JHo5a1Z/tjYWKfTH3vsMUnSwoULkxbg/ytQoIBtWNDOnTtdXn9yeHl5qWvXrqpcubJiYmK0f//++y7zzDPPaNOmTeratateeeWVBOdLqf2SWqxXWdxd5+SJJ56QJH333XcOy1hrXzRv3jyVo0s7fn5+Gjx4sHLnzq0zZ87ozJkzDvPMnTvXoe2nn37SxYsXVbRo0XteIXg/3t7eiTq2XYk3tVmHfFrrZKQW6xVAK1eu1Lp161SnTh3bbcat0+bNm6ddu3apfPnyTofQpQRvb29VqVJF8fHxdsNdrb7++muny9WuXVuS9NVXXzlMO3v2rJYvXy4PDw+Hmj13b1v9+vUdpn3wwQe6dOlSsutJuXL8FSxYUI0bN9avv/6q4cOH68qVK+ratasyZcqU4DLz5s2z/UX7TtZ9VbNmTVtbevys9PLyUr169XThwgWtXbvW5eViY2PVpUsXXbt2TR988IG+/PJLFS1aVJ9//vk9t8/ZZ0xsbKzteLtzf128eFGBgYFO66d98803Lsd6L2FhYcqXL59OnjypX3/91WF6Qsd8SvH29lblypUVHx+vBQsWOEx39v2UFsLCwpQnTx6dOHFCmzZtcpieUFzJec0Sc2wkR2K/W2JjY9W+fXsdOnRIb7zxhjp27JjgvOnxPe5u6eG7PLHnH4lRqlQp2+iDO8/pE7J8+XK9/PLLypUrlxYuXJjg90v9+vXl6emppUuXOv2OcbdDhw7p+PHjCgoKUmhoqK3dem69ZMkSh6GXp0+f1rp16xQcHGyrr+aM9TdcixYtUu18B8hISEqlQzlz5pR0u65BYoWGhsrb21sHDx50+gXQvn17lShRQpGRkRo3bpxu3bplNz0mJkbz58+3+1KaMGGCTp8+7dDXjz/+KMn+8tU8efJIkvbt25fo2O+0atUq/fLLLw7j248ePao9e/bIYrEkWO/Cavz48Zo1a5bTQp5369u3r7Jnz64xY8Zo+vTpDpfaX7t2TTNnzkzwUt67lShRQiVKlNDJkyddmv+vv/7S559/rhs3bti1G2P09ddfa/z48bJYLOrRo4fd9BdeeEGenp769NNP9dtvv9na//77b73zzjvy9PTUwIEDHdYXHh4ui8ViG1qUHi1cuNBum6y2b9+u06dPKzAw0Omw0dGjR9vVfTh37pwtITlgwIBkxZQnTx6dPn3aacHKpMZ7t6FDh6pEiRK2Gjiu+Oyzz3T+/Hm7NmOMPvvsM02YMEEWi8VWBPtO9erVk8ViUWRkpMvrSkiNGjXk4+Ojb7/9VpcuXbIbpmatK2Ut4p+aQ9ik2+9nSXrzzTfthi0ePXpUb731ltNlnn32WXl4eGjixInasmWLrT0mJkbPP/+8rl+/rrZt2zrcvKBu3bqS5HTbrPvE+vmT3O2+1/F3J+tr/cEHH0hKuMC51dGjRzVq1Ci7tilTpujXX39Vrly57OqEDB48WJkyZdKLL76oJUuWOPR14cIFffzxxw6fZc6cPHnS9lmZXMOGDZOHh4d69OjhtJj0P//841Dsf+TIkdq8ebNatWqlp59+WpkzZ9aXX34pLy8vPfPMMzp16pTTdW3YsEHTpk2zPTfGaMSIETp27JjKly9vl7gsVqyYLl265JCsmDBhglatWpWcTbZjPeYHDx6sqKgoW/sff/yRqjc5uHv9b775pt1+O3HihEaPHp3o/lLqO+rO/XJnHahdu3Zp8uTJTpdJzmuWmGPDVSnx3TJw4ECtWrVKrVu3vu/rkV7f4/ezevVqWSwWW/2upEqp7/KU5urn/71cv35dkyZNcugjPj7eVi/tfkPS9u/fr44dO8rLy0sLFiy457l43rx5FRERob///lvdunVzWjtq48aN+uGHH1yKPynnR+PHj9ehQ4cc2vft26fOnTvLGKPu3bvb1QSrUqWKatasqTNnztj+AC/dTu4OGDBAt27d0vPPPy9vb+8E12v9HLb+pgNwH+67SAsJSeiSele1aNHCSDKlS5c23bp1M7179zbTpk2zTd+zZ4/tctXcuXObJk2amA4dOphq1aqZkJAQh1vhBgcHGw8PD/PII4+YJ5980nTo0MEUL17cSDKhoaF2t86+ceOGyZEjh20IYc+ePU3v3r2d3qb6XqyXBWfPnt00bdrUdOnSxTRu3Nj4+fkZSWbQoEF28zu7FNrDw8M25K1Hjx5OH3feHnz9+vUma9astkukn3jiCdO2bVtTqVIlkzlzZiPJbN++3aX49f9DFe6+NDsh1tc8KCjINGjQwHTu3Nk0a9bMhIeHG0nGw8PDvP/++06Xff/9940k4+XlZR5//HHTqlUrkylTJiMpwWWst6dev369S/ElJDWH71lvS503b17TvHlz07lzZ1OvXj3j5eVlJJkPPvjAbn79/1DF5s2bG39/f9OiRQvTtm1b2zFdv359h9veJ3b4nvX2zgULFjRdunQxvXv3tg3HSGy8CbHGlJghsGFhYcbb29uUL1/etGzZ0rRs2dI2HM3DwyPBISW1a9c2ksyXX37p8rruxXpbeGfvlS5dutimLVy40GHZlBpKZIwx8fHxpk2bNkaSCQwMNK1btzatWrUymTNnNs2aNbN9/t3tnXfesb2XHnvsMfPUU0/Z3itFixa1u7z/TtbbzlssFnP+/PkE98kff/zhdHlX3ev4u1NsbKzJmzevkWQqV66cYH/WffvMM88Yb29vU7p0adOpUydTuXJlI8l4e3ubZcuWOSw3b94822dM8eLFbfu3QoUKxsfHx0hyabiCdbh5Sp2KTJ482Xh6ehpJply5cqZdu3bmiSeeMGXKlDGenp4mODjYNu+6deuMp6enyZkzpzlz5oxdP6NGjbJ9d9w53NL63uzfv7+xWCymSpUqplOnTqZ06dK2Y23btm12fX355Ze2baxdu7bp1KmTKVWqlPHw8LAN6Uru8D1j7Ieqh4aGmg4dOpimTZsaHx8f079//1QdvmfM7fec9dwjKCjItGnTxrRq1coEBASYFi1amAIFChhvb2+n/TmTUt9R169fN5UqVbKdT3To0ME8/vjjxtfX1zz33HO29/adkvOaJebYcFViv1vufn2OHTtm25527doleD50J3e/x5cuXWqqVq1qe1g/X+9sW7p0qd0yK1asMJJMkSJFErWuuyXl3CMthu+5+vl/LxcvXjSSjI+Pj6lWrZp56qmnTNu2bW3fiYUKFTIXLly4Z/y9evWy7eeEjqU7f0Ncu3bN1K9f3/Y+qF27tunYsaOpW7eu7XvqhRdecCn+pJ4fWX/DdOjQwbRv395UrlzZ9huhTp065sqVKw7L7d+/32TLls1IMmXLljUdO3a0DX+tWrWquXHjxj3Xm5rlTICMiKRUOpTcpNTp06dNt27dTK5cuWwn6Hf3deHCBTNy5EhTvnx5kzlzZuPv728KFy5sWrZsaaZPn273AT1z5kzTuXNnU7x4cRMYGGgCAwNNqVKlzMsvv2z++ecfh/Vv3rzZNGrUyAQHBxuLxXLPk9uE/P333+aNN94wNWvWNLlz5zY+Pj4mb968plGjRnZfdlbOvuCtJ0L3etx9QnDy5EkzePBgU6JECZMpUyYTEBBgihUrZjp27Gjmzp3rtF6GM4lNSp05c8aMHj3aNGjQwOTLl8/4+vqaTJkymaJFi5pevXqZrVu33nP5xYsXm9q1a5uAgAATEBBgatWqlWDdsPPnzxuLxWKKFi1qYmNjXYovIamZlNq+fbsZPHiwqVy5ssmRI4fx9fU1YWFhpmXLlvest3Dz5k0zbNgwEx4ebnx8fExYWJh5/fXXndY8SGxS6urVq+a5554z+fPnt52gWuu3JTbehCTlpGvSpEmmefPmpmDBgiZz5sy27e7atav5/fffnS4TFxdnsmTJYrJkyeK0dkpSWGso3VlPyspaV8pisdid9Fql5A9kY27XuXnnnXdMoUKFbPvjtddeMzdv3rzncbl06VLTsGFDExwcbHx8fEyRIkXMK6+84jRmK2vCrXz58g7TrPska9asyaonZcy9j7+7derUyUgyU6ZMSbC/O/ftxo0bTcOGDU1gYKAJCAgwDRs2vOcfE/bv32/69u1rChUqZHx9fU1wcLApWbKk6dmzp1m6dKlL25rSSSljjNmyZYvp0qWLyZ8/v/H29jZZs2Y15cqVM88++6xZvXq1McaYy5cv2xL+33//vUMfsbGxpnr16kayrxF05+fFkiVLTPXq1Y2/v78JDg42rVq1Mrt373Ya0/fff2+qVatmAgMDTUhIiHnsscfM6tWrEzzmk5KUMuZ27aaXX37Z5M2b1/j4+JhixYqZ8ePHm7i4uFRPShljTHR0tBk9erTtPRceHm7eeOMNc+PGDePr62ty5crltL+7peR3lDG3X+8XX3zRtl+KFy9u3nvvPVvdxWrVqjksk5zXLDHHhisS+91y9+tz5/vsXo+7ufM9bv1Bf6/H3cen9Q90o0ePTtS67pbUc497bUdKJKUS8/mfkFu3bpmPPvrItG3b1hQuXNj4+/ubkJAQU758efPWW285JBqdxW+N8V6Pu7f31q1bZurUqaZu3bomS5YsxsfHx+TLl8/UqVPHjB8/3hw/ftyl+JNyfvTll1+azp07m2LFipmgoCDj7e1tcubMaZo0aWIiIyMdzlXudOzYMRMREWFy5cplfHx8TOHChc0bb7yRYA2tO5GUAhKHpFQ6tGHDBiPJPPXUU+4OBRnQvHnzjJRyV8ekF/c6MYSjrVu3Gknm7bffdncoSGHXrl0zwcHBJiAgIMHC/8bcP/kAe/dLFsE5680W7r5RR0LS6jvq66+/NpJMv379kt0Xx4b7tWjRwmTNmjVdFWjHw+vTTz81ksyYMWPcHQrwQKCmVDqUO3duSdLWrVtTraghHl6rVq1SyZIl1alTJ3eHAjdatWqVsmXL5rTmGB5sH330kS5fvqwePXooMDDQ3eHgIbFz506HOpVHjhxR//79JUmdO3d2qZ+U/o76448/HOpT7ty501Zr0NW4kH7FxcVp7dq1evnllxUUFOTucABt3rxZ0v9+0wG4Ny93BwBHBQsWVOnSpbV7924VL15cFStWVOPGje9brBZwRULFXfFwGTx4sAYPHuzuMJBCzp8/r1dffVWnTp3SsmXLFBgYqKFDh7o7LDxEhgwZoi1btqh8+fLKkSOHTpw4oS1btujmzZtq1qyZ7c7C95PS31FPPfWUoqKiVLZsWWXJkkVHjhzRli1bFBcXp379+tnuvIkHl6enZ7IKgAMpYf369frkk0908OBBbdq0Sb6+vmrUqFGarPvWrVvp8g6HeHh5e3vb3UDgfkhKpVMLFizQsGHDtHHjRi1YsED+/v4PdFJq/fr1mjp1qkvztm7dWq1bt07dgJDmFi5c6PItpp9++ul73moXeNBNnTrV6V3inHnttdfue/eqK1eu6IsvvpCPj48effRRvffeew53CgRSU0REhOLj47Vz506tX79ePj4+Klu2rDp37qxnn31WFovFLXE9//zz+vrrr/XHH3/o4sWL8vf3V40aNdS7d2+HO9qmBb4LkZIiIiJcmi80NFT//e9/UzeYh9yBAwf09ddfKzg4WPXq1dNrr72W6t/DUVFROnfunKKjo1N1PUBiWSwWBQcHK1euXC59/1uMMSYN4sJDLjIyUj179nRp3hEjRmjkyJGpGxDS3MiRIx1uO5+Q6dOnu3yiBTyIIiIiNGPGDJfmXbVqlerVq5e6AQFIE3wXIiW5muwNCwvTkSNHUjcYpKmoqCidPHlSAQEBCg4Olre3t9uS/8CdjDG6du2azp49q9y5cyskJOS+y5CUAgAAAADgAXHo0CF5e3srX758JKOQLp08eVLXrl1T0aJF73uMUugcAAAAAIAHwK1btxQdHa3g4GASUki3goKCFBcX51K9M5JSAAAAAAA8AKw/8r29vd0cCZAwL6/b5ctjY2PvP29qB4OExcfH659//lFgYCBZbgAAAADIwIwxunLlivLkySMPj+RdH8LvR6RniTk+SUq50T///KP8+fO7OwwAAAAAQBo5fvy48uXL5+4wgHSBpJQbBQYGSrr9oRQUFOTmaAAAAAAAqSUqKkr58+e3/Q4EQFLKrayXtAUFBZGUAgAAAICHQGoPvbt01eh6tEnVdSSGv69FIQHpf7jhkSNHVLBgQY0YMUIjR45MUh8RERGaMWOGjEk/+z+9IykFAAAAAEAGcOmq0QcLbin2/jc9SzNentKgNt6JTkwlJnl3+PBhhYeHJzIyuOqPP/7QwoULFRERkeL7maQUAAAAAAAZwPVok64SUpIUG3c7rsQmpWbNmmX3fM+ePRozZozatGmjtm3b2k3Lnj17suMMCwvTjRs3bHeOS4rPP/9cn376abJjSW/++OMPjRo1SvXq1SMpBQAAAAAAMrauXbvaPV+9erXGjBmjcuXKOUy729WrVxUQEJCo9VksFvn5+SU6zjt5e3vL29s7WX08bJJ3H0oAAAAAAAA3CQ8PV7169bR9+3Y1adJEwcHBKlu2rCTpypUreuONN1S1alWFhobK19dXRYoU0Wuvvabr16/b9XPkyBFZLBa7elJ3ti1cuFAVK1aUn5+fcufOrSFDhig2Ntauj4iICIdhh9a2ixcv6plnnlGOHDnk5+enmjVratOmTQ7bc/HiRfXp00fZs2eXv7+/qlWrpp9//tlp3wn5/vvvVbduXWXPnl1+fn7KkyePWrZsqd27d9vN9++//6p///4qUKCAfHx8lCdPHvXp00dnzpyxi79nz56SpPr168tisTjsp+TgSikAAAAAAPDAOnbsmBo2bKgOHTqoXbt2unr1qiTp5MmT+uKLL9ShQwd16dJFnp6eWrNmjcaPH6/t27frp59+cqn/H374QR9//LH69eunp59+WosWLdJ///tfZcmSRcOGDXOpj6ZNmypHjhwaMWKEzp07p/fff1/NmjXTkSNHbHdkjImJUaNGjbR161Z16dJFNWvW1P79+9W2bVsVKlTIpfWsWbNGLVu2VNmyZfXaa68pJCRE//77r1atWqX9+/erdOnStn1WvXp1xcTEqHfv3ipcuLAOHjyojz/+WKtWrdKWLVsUHBysvn37ytfXV1OmTNGwYcNUsmRJSVK5cuVciud+SEoBAAAAAIAH1uHDhzVt2jTbFT1WhQoV0vHjx+3qRD377LMaPny43n77bf3++++qUqXKffvfvXu3du/ebaun1K9fP5UtW1aTJ092OSlVsWJFffzxx7bnpUqV0pNPPqnZs2erb9++kqRp06Zp69atGj58uEaPHm2bt379+mrVqpVL61m0aJHi4+P1888/29XaeuONN+zme+655xQTE6Pt27crX758tvb27durWrVqmjBhgkaOHKnq1atr3759mjJliho1aqR69eq5FIerGL4HAAAAAAAeWNmyZVOPHj0c2n18fGwJqdjYWF28eFHnzp3TY489JklOh88507p1a7sC3xaLRfXr19epU6dsV2Xdz4svvmj3vEGDBpKkv//+29a2aNEiWSwWDR482G7eli1bqkSJEi6tJyQkRJL07bffOgwvtLp06ZK+//57NW/eXH5+fjp37pztER4eriJFimj58uUurS+5SEoBAAAAAIAHVqFCheTh4Ty98fHHH6tcuXLy9fVV1qxZlT17dtvVPhcvXnS5/7tly5ZNknT+/Pkk9eFs+cOHDytXrlwKDg52WN7VpNRzzz2nihUr6tlnn1XWrFn1+OOPa+LEiTp9+rRtnv379ys+Pl6RkZHKnj27w2Pfvn1286cmhu8BAAAAAIAHlr+/v9P29957Ty+//LIaN26sgQMHKk+ePPLx8dHJkycVERGh+Ph4l/r39PRMcJoxJll93Ln8vfpydT1Zs2bV77//rvXr1+vnn3/W2rVrNXjwYL355ptatGiR6tWrZ+urU6dO6tWrl9N+MmXK5NL6koukFAAAAAAAyHC+/PJLhYeHa9myZXZXUv34449ujCphhQoV0k8//aRLly7ZhuFZ7du3z+V+PDw8VKdOHdWpU0eStGfPHlWsWFEjRozQmjVrVKRIEVksFkVHR9uGMt6Lq3f9SwqG7wEAAAAAgAzH09NTFovF7iqj2NhY/ec//3FjVAlr2bKljDF6//337doXL16svXv3utTHuXPnHNqKFSumwMBAXbhwQdLtoYPNmjXTokWLtGHDBof5jTE6e/as7XlAQIAk14c7JgZXSgEAAAAAgAynffv2Gjp0qB5//HG1bdtWUVFRmj17try9vd0dmlO9e/fWlClT9NZbb+nQoUOqWbOm9u/fr6lTp6pcuXLasWPHfft45plndOLECTVu3FhhYWGKjo7Wt99+qzNnzmjIkCG2+T755BPVqlVL9evXV7du3fToo48qPj5ehw4d0qJFi9S9e3eNHDlSklSpUiV5eHho7Nixunjxovz9/VWmTBmVKVMm2dtMUgoAAAAAAGQ4Q4YMkTFGX3zxhV544QXlypVLHTt2VM+ePVWqVCl3h+f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FAAAAwE6UAgAAAGAnSgEAAACwE6UAAAAA2AVQq77CnnFZuAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_splits(X, y, groups, **cv_args)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c48bda8-6763-4075-bb59-aef58787b12d",
   "metadata": {},
   "source": [
    "The mean of the spearman rank correlation for each fold is plotted in the following Figure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "15846974-6979-40d8-b1f9-6c4a83378758",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "n_split = len(exp_val_score)\n",
    "x = [i for i in range(1, n_split+1)]\n",
    "xticks = ['Fold {}'.format(i) for i in range(1, n_split+1)]\n",
    "ax.plot(x, exp_val_score, '-o')\n",
    "ax.set_xticks(x, xticks)\n",
    "ax.set_title('Spearman rank correlation (%) for each fold')\n",
    "ax.set_ylabel('Spearman rank correlation (%)')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "3fd82b3a-59e0-4699-8bee-0a3e542bd374",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The spearman rank correlation mean over the folds is equal to 4.10\n"
     ]
    }
   ],
   "source": [
    "print(\"The spearman rank correlation mean over the folds is equal to {:.2f}\".format(np.mean(exp_val_score)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e0baf01-48c2-42b8-9185-c5cd7ff3f35d",
   "metadata": {},
   "source": [
    "The results obtained are quite good for such a simple model that does not take into account non-linearities."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68c4c881-af1e-4bf4-8e56-541a27cde02a",
   "metadata": {},
   "source": [
    "### Rolling window\n",
    "Let's see if the window type have an influence on the performance of the model. We are going to run the cross validation in a rolling window fashion with 5 splits, a test size of 30 (meaning that the test size will contain 30 dates) and an embargo of 1. The shift size is set to 30."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "715abcc4-7d00-4b94-b19d-afb3a30d1b15",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "eeaee833a6ec40a2833f2a7b37168967",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cv_args = {'test_size':30, 'n_splits': 5, 'window_type':'rolling', 'gap_size': 1, 'shift_size':30}\n",
    "features = df.columns.drop(['date', 'id', 'y'])\n",
    "target = ['y']\n",
    "\n",
    "roll_val_score = cross_validation(cv_args, gauss_df, features, target)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4471a750-c168-486f-8727-5bb600d621c3",
   "metadata": {
    "tags": []
   },
   "source": [
    "The folds are represented on the following plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8b968aef-03db-40b6-83f2-e56b7ef583d1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_splits(X, y, groups, **cv_args)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d29a3bac-67ed-46bf-823e-3fb2d0a560ce",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "n_split = len(roll_val_score)\n",
    "x = [i for i in range(1, n_split+1)]\n",
    "xticks = ['Fold {}'.format(i) for i in range(1, n_split+1)]\n",
    "ax.plot(x, roll_val_score, '-o')\n",
    "ax.set_xticks(x, xticks)\n",
    "ax.set_title('Spearman rank correlation (%) for each fold')\n",
    "ax.set_ylabel('Spearman rank correlation (%)')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "9c0e531d-d3db-4bb2-9537-930ed2572e7f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The spearman rank correlation mean over the folds is equal to 3.91\n"
     ]
    }
   ],
   "source": [
    "print(\"The spearman rank correlation mean over the folds is equal to {:.2f}\".format(np.mean(roll_val_score)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1677bf7-c818-4770-8eda-616f2984dfb9",
   "metadata": {},
   "source": [
    "We can see that the results obtained with a rolling window are worse than the ones with an expanding window."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f8e11a5-d2c4-49b4-a2ab-8404b0bf6322",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "\n",
    "The purpose of this notebook is to demonstrate the need for a time series cross validator in Financial Machine Learning and to show how to apply it via an already existing library: GroupTimeSeriesSplit.\n",
    "\n",
    "GroupTimeSeriesSplit is an interesting module from mlxtend that already possesses relevant features for Financial Machine Learning Cross-Validation:\n",
    "- window_type : a parameter allowing the user to select between expanding and rolling window;\n",
    "- gap_size : a parameter that represents the notion of embargo."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13628a59-43c6-454e-b64d-2b0a9e971f1b",
   "metadata": {},
   "source": [
    "## References\n",
    "[1] López de Prado, Marcos. Advances in Financial Machine Learning. Wiley, 2018.\n",
    "\n",
    "[2] GroupTimeSeriesSplit: A scikit-learn compatible version of the time series validation with groups, mlxtend.\n",
    "https://rasbt.github.io/mlxtend/user_guide/evaluate/GroupTimeSeriesSplit/. Last visited, 17th July 2023."
   ]
  }
 ],
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   "language": "python",
   "name": "python3"
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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