from scipy.stats import spearmanr

import math

import json

from datetime import datetime,timedelta, date

from utils import is_number, val_scale, feature_scale, warn_p, debug_p

from sim_data_2_models import sim_channels_2_model, sim_report_channels_model_format

from kariba_settings import load_cc_penalty, load_prevalence_mse, load_reinf_penalty, cc_correction_factor, cc_agg_fold, cc_weight, reports_channels, calib_node_pop, cluster_2_pops, hfca_2_pop, cluster_2_reinfection_rates, cluster_2_cc, cc_penalty_model, cc_sim_start_date, cc_ref_start_date, cc_ref_end_date,\

reinf_weight, scale_fit_terms, fit_terms_types

from kariba_utils import get_cc_model_ref_traces, sim_meta_2_itn_level, sim_meta_2_drug_cov, sim_meta_2_temp_h, sim_meta_2_const_h, error_loading_fit_terms, unroll_term

class KaribaModel: