script_final_redo.ipynb to data_final_redo/pr All MOdels from Copernicus with pr_up to 2300 MODEL NAME: CanESM5 hist_pr: pr_Amon_CanESM5_historical_r1i1p1f1__gn_18500116-20141216.nc proj_pr: ['pr_Amon_CanESM5_ssp126_r1i1p1f1_gn_20150116-23001216_v20190429.nc', 'pr_Amon_CanESM5_ssp585_r1i1p1f1_gn_20150116-23001216_v20190429.nc', 'pr_Amon_CanESM5_ssp534-over_r1i1p1f1_gn_20400116-23001216_v20190429.nc'] MODEL NAME: IPSL_CM6A_LR hist_pr: pr_Amon_IPSL-CM6A-LR_historical_r1i1p1f1_gr_18500116-20141216_v20180803.nc proj_pr: ['pr_Amon_IPSL-CM6A-LR_ssp126_r1i1p1f1_gr_20150116-23001216_v20190903.nc', 'pr_Amon_IPSL-CM6A-LR_ssp585_r1i1p1f1_gr_20150116-23001216_v20190903.nc', 'pr_Amon_IPSL-CM6A-LR_ssp534-over_r1i1p1f1_gr_20400116-23001216_v20190909.nc'] MODEL NAME: CESM2-WACCM hist_pr: pr_Amon_CESM2-WACCM_historical_r1i1p1f1_gn_18500115-20141215_v20190415.nc proj_pr: ['pr_Amon_CESM2-WACCM_ssp534-over_r1i1p1f1_gn_20400115-22991215_v20200701.nc', 'pr_Amon_CESM2-WACCM_ssp585_r1i1p1f1_gn_20150115-22991215_v20200702.nc'] MODEL NAME: MRI-ESM2-0 hist_pr: pr_Amon_MRI-ESM2-0_historical_r1i1p1f1_gn_18500116-20141216_v20190222.nc proj_pr: ['pr_Amon_MRI-ESM2-0_ssp534-over_r1i1p1f1_gn_20400116-23001216_v20191108.nc', 'pr_Amon_MRI-ESM2-0_ssp126_r1i1p1f1_gn_20150116-23001216_v20191108.nc', 'pr_Amon_MRI-ESM2-0_ssp585_r1i1p1f1_gn_20150116-23001216_v20191108.nc'] MODEL NAME: CanESM5 lat lon innerhalb ds checked! clear to proceed lat lon vs HOSTORICAL checked! clear to proceed FINAL what I just saved is the following: CanESM5 ssp585 Dimensions: (time: 5412, bnds: 2, lat: 64, lon: 128) Coordinates: * time (time) object 1850-01-16 12:00:00 ... 2300-12-16 12:00:00 * lat (lat) float64 -87.86 -85.1 -82.31 -79.53 ... 82.31 85.1 87.86 * lon (lon) float64 0.0 2.812 5.625 8.438 ... 348.8 351.6 354.4 357.2 Dimensions without coordinates: bnds Data variables: time_bnds (time, bnds) object 1850-01-01 00:00:00 ... 2301-01-01 00:00:00 lat_bnds (lat, bnds) float64 ... lon_bnds (lon, bnds) float64 ... pr (time, lat, lon) float32 7.221e-07 8.962e-07 ... 4.403e-05 Attributes: (12/54) CCCma_model_hash: 3dedf95315d603326fde4f5340dc0519d80d10c0 CCCma_parent_runid: rc3-pictrl CCCma_pycmor_hash: 33c30511acc319a98240633965a04ca99c26427e CCCma_runid: rc3.1-his01 Conventions: CF-1.7 CMIP-6.2 YMDH_branch_time_in_child: 1850:01:01:00 ... ... variable_id: pr variant_label: r1i1p1f1 version: v20190429 license: CMIP6 model data produced by The Government ... cmor_version: 3.4.0 modification: march 2023: downloaded from Copernicus datas... lat lon innerhalb ds checked! clear to proceed lat lon vs HOSTORICAL checked! clear to proceed FINAL what I just saved is the following: CanESM5 ssp126 ssp126 variable: pr Dimensions: (time: 5412, bnds: 2, lat: 64, lon: 128) Coordinates: * time (time) object 1850-01-16 12:00:00 ... 2300-12-16 12:00:00 * lat (lat) float64 -87.86 -85.1 -82.31 -79.53 ... 82.31 85.1 87.86 * lon (lon) float64 0.0 2.812 5.625 8.438 ... 348.8 351.6 354.4 357.2 Dimensions without coordinates: bnds Data variables: time_bnds (time, bnds) object 1850-01-01 00:00:00 ... 2301-01-01 00:00:00 lat_bnds (lat, bnds) float64 ... lon_bnds (lon, bnds) float64 ... pr (time, lat, lon) float32 7.221e-07 8.962e-07 ... 1.158e-05 Attributes: (12/54) CCCma_model_hash: 3dedf95315d603326fde4f5340dc0519d80d10c0 CCCma_parent_runid: rc3-pictrl CCCma_pycmor_hash: 33c30511acc319a98240633965a04ca99c26427e CCCma_runid: rc3.1-his01 Conventions: CF-1.7 CMIP-6.2 YMDH_branch_time_in_child: 1850:01:01:00 ... ... variable_id: pr variant_label: r1i1p1f1 version: v20190429 license: CMIP6 model data produced by The Government ... cmor_version: 3.4.0 modification: march 2023: downloaded from Copernicus datas... we are now going to connect select_585 (1850-2039) to 534_over (2040-2300) lat lon innerhalb ds checked! clear to proceed lat lon vs HOSTORICAL checked! clear to proceed FINAL what I just saved is the following: CanESM5 ssp534-over variable: pr Dimensions: (time: 5412, bnds: 2, lat: 64, lon: 128) Coordinates: * time (time) object 1850-01-16 12:00:00 ... 2300-12-16 12:00:00 * lat (lat) float64 -87.86 -85.1 -82.31 -79.53 ... 82.31 85.1 87.86 * lon (lon) float64 0.0 2.812 5.625 8.438 ... 348.8 351.6 354.4 357.2 Dimensions without coordinates: bnds Data variables: time_bnds (time, bnds) object 1850-01-01 00:00:00 ... 2301-01-01 00:00:00 lat_bnds (lat, bnds) float64 ... lon_bnds (lon, bnds) float64 ... pr (time, lat, lon) float32 7.221e-07 8.962e-07 ... 1.065e-05 Attributes: (12/54) CCCma_model_hash: 3dedf95315d603326fde4f5340dc0519d80d10c0 CCCma_parent_runid: rc3-pictrl CCCma_pycmor_hash: 33c30511acc319a98240633965a04ca99c26427e CCCma_runid: rc3.1-his01 Conventions: CF-1.7 CMIP-6.2 YMDH_branch_time_in_child: 1850:01:01:00 ... ... variable_id: pr variant_label: r1i1p1f1 version: v20190429 license: CMIP6 model data produced by The Government ... cmor_version: 3.4.0 modification: march 2023: downloaded from Copernicus datas... MODEL NAME: IPSL_CM6A_LR what I just saved is the following: IPSL-CM6A-LR ssp585 Dimensions: (lat: 143, lon: 144, time: 5412, axis_nbounds: 2) Coordinates: * lat (lat) float32 -90.0 -88.73 -87.46 -86.2 ... 87.46 88.73 90.0 * lon (lon) float32 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5 * time (time) object 1850-01-16 12:00:00 ... 2300-12-16 12:00:00 Dimensions without coordinates: axis_nbounds Data variables: time_bounds (time, axis_nbounds) object 1850-01-01 00:00:00 ... 2301-01-... pr (time, lat, lon) float32 8.758e-07 8.758e-07 ... 1.183e-05 Attributes: (12/52) Conventions: CF-1.7 CMIP-6.2 creation_date: 2018-07-11T07:36:41Z tracking_id: hdl:21.14100/f63dbc41-c629-41a4-8646-c3423a1f1379 description: from year 1850 to Future scenario with high radia... title: IPSL-CM6A-LR model output prepared for CMIP6 / CM... activity_id: CMIP ... ... further_info_url: https://furtherinfo.es-doc.org/CMIP6.IPSL.IPSL-CM... variant_label: r1i1p1f1 realization_index: 1 history: Sat Dec 1 12:16:37 2018: ncatted -O -a realizati... NCO: "4.6.0" modification: march 2023: downloaded from Copernicus datasets (... what I just saved is the following: IPSL-CM6A-LR ssp126 ssp126 variable: pr Dimensions: (lat: 143, lon: 144, time: 5412, axis_nbounds: 2) Coordinates: * lat (lat) float32 -90.0 -88.73 -87.46 -86.2 ... 87.46 88.73 90.0 * lon (lon) float32 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5 * time (time) object 1850-01-16 12:00:00 ... 2300-12-16 12:00:00 Dimensions without coordinates: axis_nbounds Data variables: time_bounds (time, axis_nbounds) object 1850-01-01 00:00:00 ... 2301-01-... pr (time, lat, lon) float32 8.758e-07 8.758e-07 ... 8.456e-06 Attributes: (12/52) Conventions: CF-1.7 CMIP-6.2 creation_date: 2018-07-11T07:36:41Z tracking_id: hdl:21.14100/f63dbc41-c629-41a4-8646-c3423a1f1379 description: from year 1850 to Future scenario with low radiat... title: IPSL-CM6A-LR model output prepared for CMIP6 / CM... activity_id: CMIP ... ... further_info_url: https://furtherinfo.es-doc.org/CMIP6.IPSL.IPSL-CM... variant_label: r1i1p1f1 realization_index: 1 history: Sat Dec 1 12:16:37 2018: ncatted -O -a realizati... NCO: "4.6.0" modification: march 2023: downloaded from Copernicus datasets (... we are now going to connect select_585 (1850-2039) to 534_over (2040-2300) what I just saved is the following: IPSL-CM6A-LR ssp534-over variable: pr Dimensions: (lat: 143, lon: 144, time: 5412, axis_nbounds: 2) Coordinates: * lat (lat) float32 -90.0 -88.73 -87.46 -86.2 ... 87.46 88.73 90.0 * lon (lon) float32 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5 * time (time) object 1850-01-16 12:00:00 ... 2300-12-16 12:00:00 Dimensions without coordinates: axis_nbounds Data variables: time_bounds (time, axis_nbounds) object 1850-01-01 00:00:00 ... 2301-01-... pr (time, lat, lon) float32 8.758e-07 8.758e-07 ... 3.357e-06 Attributes: (12/52) Conventions: CF-1.7 CMIP-6.2 creation_date: 2018-07-11T07:36:41Z tracking_id: hdl:21.14100/f63dbc41-c629-41a4-8646-c3423a1f1379 description: from year 1850 to 21st century overshoot scenario... title: IPSL-CM6A-LR model output prepared for CMIP6 / CM... activity_id: CMIP ... ... further_info_url: https://furtherinfo.es-doc.org/CMIP6.IPSL.IPSL-CM... variant_label: r1i1p1f1 realization_index: 1 history: Sat Dec 1 12:16:37 2018: ncatted -O -a realizati... NCO: "4.6.0" modification: march 2023: downloaded from Copernicus datasets (... MODEL NAME: CESM2-WACCM lat lon innerhalb ds checked! clear to proceed lat lon vs HOSTORICAL checked! clear to proceed FINAL what I just saved is the following: CESM2-WACCM ssp585 Dimensions: (time: 5400, lat: 192, lon: 288, nbnd: 2) Coordinates: * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0 * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8 * time (time) object 1850-01-15 12:00:00 ... 2299-12-15 12:00:00 Dimensions without coordinates: nbnd Data variables: pr (time, lat, lon) float32 2.706e-06 2.706e-06 ... 1.538e-05 time_bnds (time, nbnd) object 1850-01-01 00:00:00 ... 2300-01-01 00:00:00 lat_bnds (lat, nbnd) float64 ... lon_bnds (lon, nbnd) float64 ... Attributes: (12/46) Conventions: CF-1.7 CMIP-6.2 activity_id: CMIP branch_method: standard branch_time_in_child: 674885.0 branch_time_in_parent: 20075.0 case_id: 4 ... ... table_id: Amon tracking_id: hdl:21.14100/2e69610a-c67a-4d36-b4df-09319901cf0c variable_id: pr variant_info: CMIP6 CESM2 hindcast (1850-2014) with high-top at... variant_label: r1i1p1f1 modification: march 2023: downloaded from Copernicus datasets (... we are now going to connect select_585 (1850-2039) to 534_over (2040-2300) lat lon innerhalb ds checked! clear to proceed lat lon vs HOSTORICAL checked! clear to proceed FINAL what I just saved is the following: CESM2-WACCM ssp534-over variable: pr Dimensions: (time: 5400, lat: 192, lon: 288, nbnd: 2) Coordinates: * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0 * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8 * time (time) object 1850-01-15 12:00:00 ... 2299-12-15 12:00:00 Dimensions without coordinates: nbnd Data variables: pr (time, lat, lon) float32 2.706e-06 2.706e-06 ... 4.495e-06 time_bnds (time, nbnd) object 1850-01-01 00:00:00 ... 2300-01-01 00:00:00 lat_bnds (lat, nbnd) float64 ... lon_bnds (lon, nbnd) float64 ... Attributes: (12/46) Conventions: CF-1.7 CMIP-6.2 activity_id: CMIP branch_method: standard branch_time_in_child: 674885.0 branch_time_in_parent: 20075.0 case_id: 4 ... ... table_id: Amon tracking_id: hdl:21.14100/2e69610a-c67a-4d36-b4df-09319901cf0c variable_id: pr variant_info: CMIP6 CESM2 hindcast (1850-2014) with high-top at... variant_label: r1i1p1f1 modification: march 2023: downloaded from Copernicus datasets (... MODEL NAME: MRI-ESM2-0 lat lon innerhalb ds checked! clear to proceed lat lon vs HOSTORICAL checked! clear to proceed FINAL what I just saved is the following: MRI-ESM2-0 ssp585 Dimensions: (time: 5412, bnds: 2, lat: 160, lon: 320) Coordinates: * time (time) object 1850-01-16 12:00:00 ... 2300-12-16 12:00:00 * lat (lat) float64 -89.14 -88.03 -86.91 -85.79 ... 86.91 88.03 89.14 * lon (lon) float64 0.0 1.125 2.25 3.375 ... 355.5 356.6 357.8 358.9 Dimensions without coordinates: bnds Data variables: time_bnds (time, bnds) object 1850-01-01 00:00:00 ... 2301-01-01 00:00:00 lat_bnds (lat, bnds) float64 ... lon_bnds (lon, bnds) float64 ... pr (time, lat, lon) float32 1.267e-06 1.261e-06 ... 1.284e-05 Attributes: (12/45) Conventions: CF-1.7 CMIP-6.2 activity_id: CMIP branch_method: standard branch_time_in_child: 0.0 branch_time_in_parent: 0.0 creation_date: 2019-02-20T02:36:34Z ... ... variable_id: pr variant_label: r1i1p1f1 license: CMIP6 model data produced by MRI is licensed unde... cmor_version: 3.4.0 tracking_id: hdl:21.14100/e0027ff7-360d-4529-b7cb-410dc63dc920 modification: march 2023: downloaded from Copernicus datasets (... we are now going to connect select_585 (1850-2039) to 534_over (2040-2300) lat lon innerhalb ds checked! clear to proceed lat lon vs HOSTORICAL checked! clear to proceed FINAL what I just saved is the following: MRI-ESM2-0 ssp534-over variable: pr Dimensions: (time: 5412, bnds: 2, lat: 160, lon: 320) Coordinates: * time (time) object 1850-01-16 12:00:00 ... 2300-12-16 12:00:00 * lat (lat) float64 -89.14 -88.03 -86.91 -85.79 ... 86.91 88.03 89.14 * lon (lon) float64 0.0 1.125 2.25 3.375 ... 355.5 356.6 357.8 358.9 Dimensions without coordinates: bnds Data variables: time_bnds (time, bnds) object 1850-01-01 00:00:00 ... 2301-01-01 00:00:00 lat_bnds (lat, bnds) float64 ... lon_bnds (lon, bnds) float64 ... pr (time, lat, lon) float32 1.267e-06 1.261e-06 ... 1.589e-06 Attributes: (12/45) Conventions: CF-1.7 CMIP-6.2 activity_id: CMIP branch_method: standard branch_time_in_child: 0.0 branch_time_in_parent: 0.0 creation_date: 2019-02-20T02:36:34Z ... ... variable_id: pr variant_label: r1i1p1f1 license: CMIP6 model data produced by MRI is licensed unde... cmor_version: 3.4.0 tracking_id: hdl:21.14100/e0027ff7-360d-4529-b7cb-410dc63dc920 modification: march 2023: downloaded from Copernicus datasets (... lat lon innerhalb ds checked! clear to proceed lat lon vs HOSTORICAL checked! clear to proceed FINAL what I just saved is the following: MRI-ESM2-0 ssp126 ssp126 variable: pr Dimensions: (time: 5412, bnds: 2, lat: 160, lon: 320) Coordinates: * time (time) object 1850-01-16 12:00:00 ... 2300-12-16 12:00:00 * lat (lat) float64 -89.14 -88.03 -86.91 -85.79 ... 86.91 88.03 89.14 * lon (lon) float64 0.0 1.125 2.25 3.375 ... 355.5 356.6 357.8 358.9 Dimensions without coordinates: bnds Data variables: time_bnds (time, bnds) object 1850-01-01 00:00:00 ... 2301-01-01 00:00:00 lat_bnds (lat, bnds) float64 ... lon_bnds (lon, bnds) float64 ... pr (time, lat, lon) float32 1.267e-06 1.261e-06 ... 5.206e-06 Attributes: (12/45) Conventions: CF-1.7 CMIP-6.2 activity_id: CMIP branch_method: standard branch_time_in_child: 0.0 branch_time_in_parent: 0.0 creation_date: 2019-02-20T02:36:34Z ... ... variable_id: pr variant_label: r1i1p1f1 license: CMIP6 model data produced by MRI is licensed unde... cmor_version: 3.4.0 tracking_id: hdl:21.14100/e0027ff7-360d-4529-b7cb-410dc63dc920 modification: march 2023: downloaded from Copernicus datasets (...