#!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
Created on Sat Sep  3 09:43:22 2022

@author: tanu
"""

###############################################################################
homedir = os.path.expanduser("~")
sys.path.append(homedir + '/home/tanu/git/LSHTM_analysis/scripts/ml/combined_model')
sys.path.append(homedir + '/home/tanu/git/LSHTM_analysis/scripts/ml/ml_functions')
sys.path.append(homedir + '/home/tanu/git/LSHTM_analysis/scripts/ml')

from MultClfs import *
###############################################################################

#%%  RUN: Combined model Baseline
outdir_cg = "/home/tanu/git/LSHTM_ML/output/combined/"
#===============
# Complete Data
#===============
CombinedModelML(cm_input_df = combined_df,  outdir = outdir_cg, file_suffix = "complete")
CombinedModelML(cm_input_df = combined_df,  outdir = outdir_cg, std_gene_omit=['alr'], file_suffix = "complete")

#===============
# Actual Data
#===============
CombinedModelML(cm_input_df = combined_df_actual,  outdir = outdir_cg, file_suffix = "actual")
CombinedModelML(cm_input_df = combined_df_actual,  outdir = outdir_cg, std_gene_omit=['alr'], file_suffix = "actual")