paper int will module realisation threhsold 2017 acces false look stat 986182 indexe condition detla len fname astype first merra2 start weather addition experienced csv offset used fpath_merra2_detrended benefit RCM calculate 29C update 456272 apply arange taken 580297 data fpath_merra2_detrended_delta merra2g_df available hadcrut_ref_period librarie attr import could perform using source filename rise later shift thereby calculated configured function set model GCM index_col zfill citation month numpy fallon decade reference assign_coord fpath please CSV level complevel now xarray merra2g gen_stoch_serie required each 427556 coefficient WARNING monthly infrastructure index filterwarning other merra2_ppe_delta_ global 2024 save 2023 rename end array climate setup title expand_dim writing panda derived threshold_delta_relative_regional time remove input output slice simulation index_year strftime dataset name idx analysi november some encoding_option when respect reanalysi PPE relie math adding idx_december merra2_cal use stored average 741087 431855 window baseline 443C perturbed warning message sel isel industrial 2018 regional value constructing given achieve define threshold_delta performed member impact desired electricity production future threshold_delta_relative_global 1980 accompanying matche set_index parse_date second different get scenario delta rate variability hide separately read_csv create warming changed to_netcdf to_array 'ignore' amount region folder uniformly already enumerate library calculate_reanalysis_detrended pre merra2_detrended 546205 default_rng trended locally system notebook zlib open_dataarray respectively consider detrended merra2_detrended_delta ordinate python convert unique threshold hadcrut5 change therefore print merra2_detrended_ppe_delta_ among 971218 land ppe timeserie require within ukcp18_ppe_rcm_delta random load drop fpath_merra2_ppe_delta generating realisations_size delete hadcrut_ref december explored response role dimension copy true encoding merra2_detrended_ppe_delta signal novel approach employ preparation period uniform globally rng_list research version existing context dimensional daily rng format 228297 demand because stochastic datetime driven method 139715 physic UKCP18 445011 ensemble etc merra2g_cal represent constant exist feature temperature jupyter merra2_ppe_delta merra2_df then 244996 sy august to_xarray generate simulating local file modelling multi new not path configuration append organise present col 210 structure trending relative read MERRA merra2_delta year str calculate_hadcrut_reference our dict 802644 GB serie generator threshold_delta_relative deltas_relative tionally into compression standard addi seed above convenient number manipulating