{ "cells": [ { "cell_type": "markdown", "id": "277616e4-cac7-4e4b-91fb-f130b149574a", "metadata": {}, "source": [ "# Assimilating pseudoPAGES2k generated from iCESM" ] }, { "cell_type": "markdown", "id": "035ddc56-e674-4c52-bd4b-4bf42efad07e", "metadata": {}, "source": [ "**Expected time to run through: 3 hours**\n", "\n", "This tutorial demonstrates how to perform a pseudoproxy experiment with LMRt.\n", "We will assimilate pseudoPAGES2k records generated as nearest gridcell of the iCESM temperature plus white noise with `SNR=1`.\n", "Then we use the iCESM temperature field as the prior, as well as the instrumental observation for calibration of the PSM.\n", "For the details about the pseudoproxy generateion, please refer to the [tutorial notebook on how to generate pseudoproxies](https://fzhu2e.github.io/LMRt/tutorial/howto_gen-pseudoproxies.html)." ] }, { "cell_type": "markdown", "id": "02f08cd6-d60e-4c42-9e8f-0cc0ad241f64", "metadata": {}, "source": [ "## Test data preparation\n", "\n", "To go through this tutorial, please prepare test data following the steps:\n", "1. Download the test case named \"pseudoPAGES2k_iCESM\" with this [link](https://drive.google.com/drive/folders/1NKL99Rkgn6YVQn2Pt_2GyxtIBoMm2CVu?usp=sharing).\n", "2. Create a directory named \"testcases\" in the same directory where this notebook sits.\n", "3. Put the unzipped direcotry \"pseudoPAGES2k_iCESM\" into \"testcases\".\n", "\n", "Below, we first load some useful packages, including our `LMRt`." ] }, { "cell_type": "code", "execution_count": 1, "id": "37125d32-f6c7-4d35-86ae-c56702272ccd", "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import LMRt\n", "import GraphEM\n", "import os\n", "import numpy as np\n", "import pandas as pd\n", "import xarray as xr\n", "import matplotlib.pyplot as plt\n", "from tqdm import tqdm" ] }, { "cell_type": "markdown", "id": "10698313-7c2d-4199-9ce0-2d0872b5d85b", "metadata": {}, "source": [ "## Data Assimilation" ] }, { "cell_type": "code", "execution_count": 7, "id": "e4c1f2ab-5104-4b10-bf90-52d293005d43", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.load_configs() >>> loading reconstruction configurations from: ./testcases/pseudoPAGES2k_iCESM/configs.yml\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.load_configs() >>> job.configs created\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.load_configs() >>> job.configs[\"job_dirpath\"] = /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.load_configs() >>> /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon created\u001b[0m\n", "{'anom_period': [1951, 1980],\n", " 'job_dirpath': '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon',\n", " 'job_id': 'LMRt_quickstart',\n", " 'obs_path': {'tas': './data/model/tas_sfc_Amon_iCESM_past1000historical_085001-200512.nc'},\n", " 'obs_varname': {'tas': 'tas'},\n", " 'prior_path': {'tas': './data/model/tas_sfc_Amon_iCESM_past1000historical_085001-200512.nc'},\n", " 'prior_regrid_ntrunc': 42,\n", " 'prior_season': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12],\n", " 'prior_varname': {'tas': 'tas'},\n", " 'proxy_frac': 0.75,\n", " 'proxydb_path': './data/proxy/pseudoPAGES2k_dataset_tas_wn.pkl',\n", " 'psm_calib_period': [1850, 2015],\n", " 'ptype_psm': {'coral.SrCa': 'linear',\n", " 'coral.calc': 'linear',\n", " 'coral.d18O': 'linear',\n", " 'ice.d18O': 'linear',\n", " 'ice.dD': 'linear',\n", " 'tree.MXD': 'linear',\n", " 'tree.TRW': 'linear'},\n", " 'ptype_season': {'coral.SrCa': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12],\n", " 'coral.calc': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12],\n", " 'coral.d18O': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12],\n", " 'ice.d18O': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12],\n", " 'ice.dD': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12],\n", " 'tree.MXD': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12],\n", " 'tree.TRW': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]},\n", " 'recon_loc_rad': 25000,\n", " 'recon_nens': 100,\n", " 'recon_period': [0, 2000],\n", " 'recon_seeds': [0,\n", " 1,\n", " 2,\n", " 3,\n", " 4,\n", " 5,\n", " 6,\n", " 7,\n", " 8,\n", " 9,\n", " 10,\n", " 11,\n", " 12,\n", " 13,\n", " 14,\n", " 15,\n", " 16,\n", " 17,\n", " 18,\n", " 19],\n", " 'recon_timescale': 1,\n", " 'recon_vars': 'tas'}\n" ] } ], "source": [ "job = LMRt.ReconJob()\n", "job.load_configs(cfg_path='./testcases/pseudoPAGES2k_iCESM/configs.yml', verbose=True)" ] }, { "cell_type": "code", "execution_count": 8, "id": "3898f214-14c7-41df-bdaf-d95511a14428", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.load_proxydb() >>> job.configs[\"proxydb_path\"] = /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/data/proxy/pseudoPAGES2k_dataset_tas_wn.pkl\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.load_proxydb() >>> 692 records loaded\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.load_proxydb() >>> job.proxydb created\u001b[0m\n" ] } ], "source": [ "job.load_proxydb(verbose=True)" ] }, { "cell_type": "code", "execution_count": 9, "id": "5ffef953-88b7-437a-bb41-bb490c72e8d4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.filter_proxydb() >>> filtering proxy records according to: ['tree.TRW', 'tree.MXD', 'coral.d18O', 'coral.SrCa', 'coral.calc', 'ice.d18O', 'ice.dD']\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.filter_proxydb() >>> 546 records remaining\u001b[0m\n" ] } ], "source": [ "job.filter_proxydb(verbose=True)" ] }, { "cell_type": "code", "execution_count": 10, "id": "7e3479f4-a062-45af-8f69-b4653fac917e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = job.proxydb.plot()" ] }, { "cell_type": "code", "execution_count": 11, "id": "075c2293-e914-4dc2-8346-c81208d27a15", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.load_prior() >>> loading model prior fields from: {'tas': '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/data/model/tas_sfc_Amon_iCESM_past1000historical_085001-200512.nc'}\u001b[0m\n", "\u001b[1m\u001b[30mLMRt: job.load_prior() >>> raw prior\u001b[0m\n", "Dataset Overview\n", "-----------------------\n", "\n", " Name: tas\n", " Source: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/data/model/tas_sfc_Amon_iCESM_past1000historical_085001-200512.nc\n", " Shape: time:13872, lat:96, lon:144\n", "\u001b[1m\u001b[32mLMRt: job.load_prior() >>> job.prior created\u001b[0m\n" ] } ], "source": [ "job.load_prior(verbose=True)" ] }, { "cell_type": "code", "execution_count": 12, "id": "49024a5d-ef36-4e34-8e46-efca147b1f14", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.load_obs() >>> loading instrumental observation fields from: {'tas': '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/data/model/tas_sfc_Amon_iCESM_past1000historical_085001-200512.nc'}\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.load_obs() >>> job.obs created\u001b[0m\n" ] } ], "source": [ "job.load_obs(verbose=True)" ] }, { "cell_type": "code", "execution_count": 13, "id": "12344217-fd3c-4c84-b4d2-0f9fcb087ea4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.calibrate_psm() >>> job.configs[\"precalc\"][\"seasonalized_prior_path\"] = /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/seasonalized_prior.pkl\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.calibrate_psm() >>> job.configs[\"precalc\"][\"seasonalized_obs_path\"] = /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/seasonalized_obs.pkl\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.calibrate_psm() >>> job.configs[\"precalc\"][\"prior_loc_path\"] = /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/prior_loc.pkl\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.calibrate_psm() >>> job.configs[\"precalc\"][\"obs_loc_path\"] = /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/obs_loc.pkl\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.calibrate_psm() >>> job.configs[\"precalc\"][\"calibed_psm_path\"] = /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/calibed_psm.pkl\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> job.configs[\"ptype_season\"] = {'tree.TRW': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'tree.MXD': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'coral.d18O': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'coral.SrCa': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'coral.calc': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'ice.d18O': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'ice.dD': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]}\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from prior with season: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Searching nearest location: 2%|▏ | 9/546 [00:00<00:06, 86.50it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[32mLMRt: job.seasonalize_ds_for_psm() >>> job.seasonalized_prior created\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Searching nearest location: 100%|██████████| 546/546 [00:05<00:00, 101.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[32mLMRt: job.proxydb.find_nearest_loc() >>> job.proxydb.prior_lat_idx & job.proxydb.prior_lon_idx created\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.proxydb.get_var_from_ds() >>> job.proxydb.records[pid].prior_time & job.proxydb.records[pid].prior_value created\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> job.configs[\"ptype_season\"] = {'tree.TRW': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'tree.MXD': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'coral.d18O': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'coral.SrCa': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'coral.calc': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'ice.d18O': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'ice.dD': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]}\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from obs with season: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Searching nearest location: 2%|▏ | 9/546 [00:00<00:06, 85.01it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[32mLMRt: job.seasonalize_ds_for_psm() >>> job.seasonalized_obs created\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Searching nearest location: 100%|██████████| 546/546 [00:05<00:00, 98.15it/s] \n", "Calibrating PSM: 1%|▏ | 7/546 [00:00<00:08, 65.00it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[32mLMRt: job.proxydb.find_nearest_loc() >>> job.proxydb.obs_lat_idx & job.proxydb.obs_lon_idx created\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.proxydb.get_var_from_ds() >>> job.proxydb.records[pid].obs_time & job.proxydb.records[pid].obs_value created\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.proxydb.init_psm() >>> job.proxydb.records[pid].psm initialized\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.calibrate_psm() >>> PSM calibration period: [1850, 2015]\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Calibrating PSM: 50%|█████ | 274/546 [00:03<00:03, 79.73it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The number of overlapped data points is 0 < 25. Skipping ...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Calibrating PSM: 100%|██████████| 546/546 [00:07<00:00, 75.27it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[32mLMRt: job.proxydb.calib_psm() >>> job.proxydb.records[pid].psm calibrated\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.proxydb.calib_psm() >>> job.proxydb.calibed created\u001b[0m\n", "CPU times: user 30.2 s, sys: 2.43 s, total: 32.6 s\n", "Wall time: 33.1 s\n" ] } ], "source": [ "%%time\n", "job_dirpath = job.configs['job_dirpath']\n", "seasonalized_prior_path = os.path.join(job_dirpath, 'seasonalized_prior.pkl')\n", "seasonalized_obs_path = os.path.join(job_dirpath, 'seasonalized_obs.pkl')\n", "prior_loc_path = os.path.join(job_dirpath, 'prior_loc.pkl')\n", "obs_loc_path = os.path.join(job_dirpath, 'obs_loc.pkl')\n", "calibed_psm_path = os.path.join(job_dirpath, 'calibed_psm.pkl')\n", "\n", "job.calibrate_psm(\n", " seasonalized_prior_path=seasonalized_prior_path,\n", " seasonalized_obs_path=seasonalized_obs_path,\n", " prior_loc_path=prior_loc_path,\n", " obs_loc_path=obs_loc_path,\n", " calibed_psm_path=calibed_psm_path,\n", " verbose=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "id": "6c0c3cee-8b87-400b-94ea-a4165bc2785d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Forwarding PSM: 100%|██████████| 546/546 [00:00<00:00, 563.97it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[32mLMRt: job.proxydb.forward_psm() >>> job.proxydb.records[pid].psm forwarded\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "job.forward_psm(verbose=True)" ] }, { "cell_type": "code", "execution_count": 15, "id": "08dc8831-7c4a-47c4-ba95-3788c3da8151", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[30mLMRt: job.seasonalize_prior() >>> seasonalized prior w/ season [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]\u001b[0m\n", "Dataset Overview\n", "-----------------------\n", "\n", " Name: tas\n", " Source: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/data/model/tas_sfc_Amon_iCESM_past1000historical_085001-200512.nc\n", " Shape: time:1156, lat:96, lon:144\n", "\u001b[1m\u001b[32mLMRt: job.seasonalize_prior() >>> job.prior updated\u001b[0m\n", "\u001b[1m\u001b[30mLMRt: job.regrid_prior() >>> regridded prior\u001b[0m\n", "Dataset Overview\n", "-----------------------\n", "\n", " Name: tas\n", " Source: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/data/model/tas_sfc_Amon_iCESM_past1000historical_085001-200512.nc\n", " Shape: time:1156, lat:42, lon:63\n", "\u001b[1m\u001b[32mLMRt: job.regrid_prior() >>> job.prior updated\u001b[0m\n" ] } ], "source": [ "job.seasonalize_prior(verbose=True)\n", "job.regrid_prior(verbose=True)" ] }, { "cell_type": "code", "execution_count": 16, "id": "3b167ef9-77f1-4c08-ab82-f53eb4a497c7", "metadata": {}, "outputs": [], "source": [ "job.save()" ] }, { "cell_type": "code", "execution_count": 30, "id": "eb3263db-d111-4d74-a898-668e120281e5", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.run() >>> job.configs[\"recon_seeds\"] = [7 8 9]\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.run() >>> job.configs[\"save_settings\"] = {'compress_dict': {'zlib': True, 'least_significant_digit': 1}, 'output_geo_mean': False, 'target_lats': [], 'target_lons': [], 'output_full_ens': False, 'dtype': 32}\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.run() >>> job.configs saved to: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_configs.yml\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.run() >>> seed: 7 | max: 9\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "KF updating: 1%| | 18/2001 [00:00<00:11, 175.67it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.run() >>> randomized indices for prior and proxies saved to: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r07_idx.pkl\u001b[0m\n", "Proxy Database Overview\n", "-----------------------\n", " Source: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/data/proxy/pseudoPAGES2k_dataset_tas_wn.pkl\n", " Size: 408\n", "Proxy types: {'tree.TRW': 268, 'tree.MXD': 45, 'coral.d18O': 46, 'coral.SrCa': 19, 'ice.d18O': 20, 'coral.calc': 6, 'ice.dD': 4}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "KF updating: 100%|██████████| 2001/2001 [22:07<00:00, 1.51it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.save_recon() >>> Reconstructed fields saved to: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r07_recon.nc\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.run() >>> seed: 8 | max: 9\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "KF updating: 1%|▏ | 29/2001 [00:00<00:13, 147.90it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.run() >>> randomized indices for prior and proxies saved to: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r08_idx.pkl\u001b[0m\n", "Proxy Database Overview\n", "-----------------------\n", " Source: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/data/proxy/pseudoPAGES2k_dataset_tas_wn.pkl\n", " Size: 408\n", "Proxy types: {'tree.MXD': 46, 'tree.TRW': 261, 'coral.calc': 5, 'coral.d18O': 50, 'coral.SrCa': 20, 'ice.d18O': 20, 'ice.dD': 6}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "KF updating: 100%|██████████| 2001/2001 [20:55<00:00, 1.59it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.save_recon() >>> Reconstructed fields saved to: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r08_recon.nc\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.run() >>> seed: 9 | max: 9\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "KF updating: 2%|▏ | 36/2001 [00:00<00:11, 177.56it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.run() >>> randomized indices for prior and proxies saved to: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r09_idx.pkl\u001b[0m\n", "Proxy Database Overview\n", "-----------------------\n", " Source: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/data/proxy/pseudoPAGES2k_dataset_tas_wn.pkl\n", " Size: 408\n", "Proxy types: {'tree.TRW': 270, 'tree.MXD': 44, 'coral.calc': 8, 'coral.d18O': 41, 'ice.d18O': 20, 'coral.SrCa': 20, 'ice.dD': 5}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "KF updating: 100%|██████████| 2001/2001 [19:56<00:00, 1.67it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.save_recon() >>> Reconstructed fields saved to: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r09_recon.nc\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.run() >>> DONE!\u001b[0m\n", "CPU times: user 7h 44min 6s, sys: 24min 4s, total: 8h 8min 11s\n", "Wall time: 1h 5min 46s\n" ] } ], "source": [ "%%time\n", "job.run(verbose=True)" ] }, { "cell_type": "markdown", "id": "6ff1aff8-9db1-4413-88f0-8e6f5dc9f2b1", "metadata": {}, "source": [ "## Validation" ] }, { "cell_type": "code", "execution_count": 31, "id": "0788ff4c-45da-4dc6-8695-ffccd84e26ad", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "recon_paths: ['/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r00_recon.nc', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r01_recon.nc', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r02_recon.nc', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r03_recon.nc', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r04_recon.nc', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r05_recon.nc', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r06_recon.nc', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r07_recon.nc', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r08_recon.nc', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r09_recon.nc']\n", "idx_paths: ['/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r00_idx.pkl', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r01_idx.pkl', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r02_idx.pkl', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r03_idx.pkl', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r04_idx.pkl', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r05_idx.pkl', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r06_idx.pkl', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r07_idx.pkl', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r08_idx.pkl', '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job_r09_idx.pkl']\n", "job_path: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/pseudoPAGES2k_iCESM/recon/job.pkl\n" ] } ], "source": [ "# create the res object for reconstruction results\n", "res = LMRt.ReconRes(job.configs['job_dirpath'], verbose=True)" ] }, { "cell_type": "code", "execution_count": 32, "id": "9ccfd884-1dc5-43a1-be1a-c06e54fb1aea", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[30mLMRt: res.get_var() >>> loading variable: tas\u001b[0m\n", "\u001b[1m\u001b[30mLMRt: res.get_var() >>> loading variable: nino3.4\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: res.get_var() >>> res.vars filled w/ varnames: ['tas', 'nino3.4'] and ['year', 'lat', 'lon']\u001b[0m\n" ] } ], "source": [ "# get the varialbes from the recon_paths\n", "res.get_vars(['tas', 'nino3.4'], verbose=True)" ] }, { "cell_type": "markdown", "id": "7ad1da2e-0079-4001-9340-4cbe10c76efc", "metadata": {}, "source": [ "### R$^2$(reconstruction, iCESM)" ] }, { "cell_type": "code", "execution_count": 33, "id": "661e096d-4271-45ad-b9f7-abe0625fa38a", "metadata": {}, "outputs": [], "source": [ "ds = LMRt.Dataset().load_nc(\n", " {'tas':'./testcases/pseudoPAGES2k_iCESM/data/model/tas_sfc_Amon_iCESM_past1000historical_085001-200512.nc'},\n", " anom_period=[1951, 1980],\n", " varname_dict={'tas': 'tas'}\n", ")\n", "target_fd = ds.fields['tas']\n", "target_fd = target_fd.seasonalize(list(range(1, 13)))" ] }, { "cell_type": "code", "execution_count": 34, "id": "a6c46971-8c08-4f68-9d4b-346e6d99f742", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Calculating metric: R2: 100%|██████████| 42/42 [00:22<00:00, 1.85it/s]\n", "/Users/fzhu/Apps/miniconda3/envs/LMRt/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3419: RuntimeWarning: Mean of empty slice.\n", " return _methods._mean(a, axis=axis, dtype=dtype,\n", "/Users/fzhu/Apps/miniconda3/envs/LMRt/lib/python3.8/site-packages/numpy/core/_methods.py:188: RuntimeWarning: invalid value encountered in double_scalars\n", " ret = ret.dtype.type(ret / rcount)\n", "/Users/fzhu/Github/LMRt/LMRt/visual.py:266: MatplotlibDeprecationWarning: The 'extend' parameter to Colorbar has no effect because it is overridden by the mappable; it is deprecated since 3.3 and will be removed two minor releases later.\n", " cbar = fig.colorbar(im, ax=ax, orientation=cbar_orientation, pad=cbar_pad, aspect=cbar_aspect, extend=extend,\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr_fd = res.vars['tas'].validate(target_fd, stat='R2')\n", "fig, ax = corr_fd.plot()" ] }, { "cell_type": "markdown", "id": "ced9b665-764d-4847-bf2e-c622f2870da6", "metadata": {}, "source": [ "### R$^2$(reconstruction, proxies)" ] }, { "cell_type": "code", "execution_count": 35, "id": "954ef451-8eec-4fd9-b5db-a4057715480d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = res.vars['tas'].validate(job.proxydb, stat='R2').plot()" ] }, { "cell_type": "code", "execution_count": null, "id": "238b005d-8115-4ed7-a59c-ff73a6e8986b", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 5 }