{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature
\n", "

\n", "

\n", "Computational Reproduction of
\"A Sensitivity Analysis of a Regression Model of Ocean Temperature\"\n", " \n", "

\n", "\n", "\n", "

\n", "Garima Malhotra, Daniela Pinto Veizaga and Jorge Peña\n", "\n", "

\n", " \n", "## Context\n", "Can data-driven models for weather and climate predictions learn the underlying physics of the system against which they are trained? Or are they simply capable of identifying statistical patterns without any clear link to the underlying physics? Furner, R. et al. (2022) run a sensitivity analysis of a regression-based ocean temperature model, trained against simulations from a 3D ocean model setup, demostrating that regression models are capable of learning much of the physics of the underlying system.\n", " \n", "\n", "\n", "![Ocean Temperature](https://www.commondreams.org/media-library/ocean-surface-temperatures.jpg?id=33699188&width=1200&height=400&quality=90&coordinates=0%2C667%2C0%2C667)\n", "\n", "

\n", "Source: Image generated by the NASA and taken from Common Dreams.\n", "

\n" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Purpose\n", "This notebook aims to complement the science and methodological development embedded within the original paper, using an open infrastructure that allows users to combine interactive code with text and graphical objects, translating research outputs into findable, accessible, interoperable and reusable outputs and code.\n", "\n", "### Description\n", "The notebook demonstrates the inputs, the training of the regression model of ocean temperature and its sensitivity analysis.\n", "\n", "### Highlights\n", "+ Load and install the necessary libraries and dependencies to run this notebook, i.e., numpy, xarray, etc.\n", "+ Set up the structure of the project.\n", "+ Download the original dataset used for training the regression models.\n", "+ Visualize the simulator outputs and inspect the temperature distributions near the equator, the poles, and the deep ocean.\n", "+ Showcase an example of model training for linear regression.\n", "+ Evaluate the performance of the regressors.\n", "+ Inspect the spatial distribution of the averaged errors.\n", "+ Perform a sensitivity analysis and run a series of withholding experiments.\n", "+ Summarize our findings.\n", "+ Provide contact information.\n", "\n", "## Contributions\n", "\n", "### Notebook\n", " - Garima Malhotra, University of Colorado Boulder, [@garimamalhotra](https://github.com/garimamalhotra) [Orcid](https://orcid.org/0000-0003-4179-628X) (Author)\n", " - Daniela Pinto Veizaga, University of California, Berkeley, [@dapivei](https://github.com/dapivei) (Author)\n", " - Jorge Eduardo Peña Velasco, Claremont McKenna College, [@jedpe](https://github.com/jedpe) (Author)\n", "\n", "### Modeling Codebase\n", "- Rachel Furner, University of Cambridge, Cambridge, [@RachelFurner](https://github.com/RachelFurner/) (Original Creator)\n", "- Garima Malhotra, University of Colorado Boulder, [@garimamalhotra](https://github.com/garimamalhotra)(Contributor)\n", "- Daniela Pinto Veizaga, University of California, Berkeley, [@dapivei](https://github.com/dapivei) (Contributor) \n", "- Jorge Eduardo Peña Velasco, Claremont McKenna College, [@jedpe](https://github.com/jedpe) (Contributor)\n", "\n", "### Modeling publications\n", "- Furner, R., Haynes, P., Munday, D., Paige, B., Jones, D., & Shuckburgh, E. (2022). A sensitivity analysis of a regression model of ocean temperature. Environmental Data Science, 1, E11. doi:10.1017/eds.2022.10\n", "\n", "### Data\n", "+ Furner, Rachel. (2021). MITgcm Dataset for paper: Sensitivity analysis of a data-driven model of ocean temperature (v1.1) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.7919172\n", "\n", "+ Malhotra, Garima, Pinto-Veizaga, Daniela, & Pena, Jorge. (2023). Reproducible Challenge - Team 3 - Sensitivity analysis- Models. https://doi.org/10.5281/zenodo.7954232\n", "\n", "Note: We provide the input feature arrays truncated to first 15000 points for large arrays (in trunc_io_arrays/-> data/interim/) because of space limitation. These are provided only for the withholding experiments that are required to run this notebook. For input arrays of other witholding experiments, please contact the authors. These can be provided if the users are interested in understanding the sensitivity of the regressor for other withholding experiments (not shown in this notebook).\n", "\n", "### Source Code\n", "\n", "The authors of the notebook acknowledge the original creator for providing public code available at [Regression Model OceanTemp](https://github.com/RachelFurner/RegressionModelOceanTemp). An updated and enhaced version of the code is available at [Reproducibility of \"A sensitivity analysis of a regression model of ocean temperature\"](https://github.com/garimamalhotra/repro-challenge-team-3.).\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Note.- Significant parts from source code were adapted or written from scratch for this notebook and the reproducible challenge.
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set Project Resources\n", "*The notebook was implemented and tested within a cloud computing infrastructure, kindly provided by the European Open Science Cloud (EOSC). The following lines thoroughly described the characteristics of this environment.*\n", "\n", "\n", "| | |\n", "|:------- | ------:| \n", "|**Operating System** | Ubuntu 22.04.1|\n", "|**Architecture** | x86_64|\n", "| CPU op-mode(s) | 32-bit, 64-bit|\n", "| Address sizes | 48 bits physical, 48 bits virtual|\n", "| Byte Order | Little Endian|\n", "|**CPU(s)** | 128|\n", "| On-line CPU(s) list | 0-127|\n", "|**Vendor ID** | AuthenticAMD|\n", "| Model name | AMD EPYC 7543 32-Core Processor|\n", "| CPU family | 25|\n", "| Model | 1|\n", "| Thread(s) per core | 2|\n", "| Core(s) per socket | 32|\n", "| Socket(s) | 2|\n", "| Stepping | 1|\n", "| Frequency boost | enabled|\n", "| CPU max MHz | 2800.0000|\n", "| CPU min MHz | 1500.0000|\n", "| BogoMIPS | 5589.72|\n", "| Flags | fpu vme de pse|\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Update Conda Environment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Before running this notebook, please ensure you have installed all the required packages to run this notebook. To install these packages, please uncomment the follow line:*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load libraries\n", "List libraries according to their role e.g. system/files manipulation i.e. os (first), data handling i.e. numpy, xarray (second), visualisation i.e. holoviews (third), etc. The cell below contains two libraries, `os` and `warning` which are common among the Python Jupyter notebooks. Don't remove them.*" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "# System imports\n", "import os\n", "import gc\n", "import sys\n", "import warnings\n", "import pandas as pd\n", "\n", "warnings.filterwarnings(action='ignore')\n", "\n", "# Custom functions from the authors' repo\n", "sys.path.append(\"../src/general/\")\n", "sys.path.append('../src/pipelines/')\n", "import CreateDataName as cn\n", "import AssessModel as am\n", "import plotting as rfplt\n", "import ReadRoutinesModified as rr\n", "from make_scatter_data_plots import make_scatter_plots\n", "from make_error_data_plots import make_error_plots\n", "# Custom functions of the reproducibility team\n", "from constants import *\n", "\n", "\n", "# Modeling\n", "from sklearn import linear_model\n", "from sklearn.model_selection import GridSearchCV\n", "\n", "# Data handling\n", "import gzip\n", "import pickle\n", "import numpy as np\n", "import xarray as xr\n", "\n", "# Plotting\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The training and validation data derive from running the Massachusetts Institute of Technology general circulation model ([MITgcm](https://zenodo.org/record/4672260#.ZFgb_S-B2pY)) —a physically based model capable of simulating the ocean or the atmosphere dynamics due to isomorphisms in the governing equations. This research project relies on a simple 2° sector configuration that captures the fundamental dynamics of the ocean, including a realistic overturning circulation. This configuration features a single ocean basin, with:\n", "+ limited topography, \n", "+ simplified coastlines, and \n", "+ constant idealized forcing. \n", "\n", "The domain runs from 60°S to 60° N, and is just over 20° wide in longitude. The domain is bounded by land along its northern and southern edges, and a strip of land runs along the eastern/western boundary from 60° N to 40° S. Below this, in the southernmost 20°, the simulator has a periodic boundary condition, allowing flow that exits to the east and west to return to the domain at the western and eastern boundary. The domain has flat-bottom bathymetry of 5,000 m over most of the domain, with a 2° region of 2,500-m depth at the southernmost 20° of the eastern edge.\n", "\n", "The simulator has:\n", "\n", "+ 42 depth levels, with the surface layer being the thinnest at 10 m, and the bottom 10 levels being the maximum at 250 m. + 11 cells in the longitudinal direction, and\n", "+ 78 cells in the latitudinal direction.\n", "\n", "The simulator has a 12-hr time step, with fields output daily. We focus on daily-mean outputs.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download Input Material" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The original dataset is available [here](https://zenodo.org/record/7919172). This dataset is used to train the regression model described in the paper. To download this data locally, run the following line of code. Note that this process will take $\\sim 1$ hour and will require at least 52 GB of available space." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Title: MITgcm Dataset for paper: Sensitivity analysis of a data-driven model of ocean temperature\n", "Keywords: \n", "Publication date: 2021-04-09\n", "DOI: 10.5281/zenodo.7919172\n", "Total size: 40842.5 MB\n", "\n", "Link: https://zenodo.org/api/files/8cc948df-78a4-4b44-8fd1-0f6277994b80/cat_tave.nc.gz size: 39291.5 MB\n", "\n", "Checksum is correct. (956d23b767c12e04d21e0838bdfbc5e9)\n", "\n", "Link: https://zenodo.org/api/files/8cc948df-78a4-4b44-8fd1-0f6277994b80/DensityData.npy.gz size: 1550.9 MB\n", "\n", "Checksum is correct. (b81c7121a161afe634bf8ffe9fb3d56a)\n", "\n", "Link: https://zenodo.org/api/files/8cc948df-78a4-4b44-8fd1-0f6277994b80/ncra_cat_tave.nc size: 0.1 MB\n", "\n", "Checksum is correct. (7e6b3b029d0224afe4cb43d9ee556f57)\n", "All files have been downloaded.\n", "CPU times: user 1min 10s, sys: 11.9 s, total: 1min 21s\n", "Wall time: 1h 43min 38s\n" ] } ], "source": [ "%%time\n", "!bash \"../infrastructure/downloader_datasets.sh\" > \"../outputs/logs/download_datasets.txt\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Training this model and performing all the experiments presented in the original paper requires plenty of computing power, so, to facilitate running this notebook, we have publicly released few trained models, their predictions, and input arrays available [here](https://doi.org/10.5281/zenodo.7954232). To download this data locally, run the following line of code. This process will take $\\sim 15$ minutes and requires at least $\\sim 20$ GB available space." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Title: Reproducible Challenge - Team 3 - Sensitivity analysis- Models\n", "Keywords: \n", "Publication date: 2023-05-21\n", "DOI: 10.5281/zenodo.7954232\n", "Total size: 20016.8 MB\n", "\n", "Link: https://zenodo.org/api/files/7fd9d4ed-5531-4a81-b374-35b391d8911a/MODELS.tar.gz size: 3.3 MB\n", "\n", "Checksum is correct. (332d414b58c98fdc7a13ad333ecfced4)\n", "\n", "Link: https://zenodo.org/api/files/7fd9d4ed-5531-4a81-b374-35b391d8911a/predictions.tar.gz size: 5084.1 MB\n", "\n", "Checksum is correct. (f46951915a69ee94d15a167273a307a9)\n", "\n", "Link: https://zenodo.org/api/files/7fd9d4ed-5531-4a81-b374-35b391d8911a/trunc_io_arrays.tar.gz size: 14929.4 MB\n", "\n", "Checksum is correct. (57f356b65c31e76ed5a27dd32f6053b8)\n", "All files have been downloaded.\n", "CPU times: user 15.2 s, sys: 2.5 s, total: 17.7 s\n", "Wall time: 23min 44s\n" ] } ], "source": [ "%%time\n", "!bash \"../infrastructure/downloader_experiments.sh\" > \"../outputs/logs/download_experiments.txt\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reproduce Paper" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ocean Dynamics (Figure 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The paper uses a 2° sector configuration to simulate ocean dynamics. This configuration features a single ocean basin, with limited topography, simplified coastlines, and constant idealized forcing. This has been used in a number of idealized simulations of Southern Ocean processes and their impacts on the global circulation. This configuration, while relatively simple, captures the fundamental dynamics of the ocean, including a realistic overturning circulation.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following script, we load the MITGCM DATASET and visualize the configuration used to simulate the ocean dynamics. Focusing particuarly on:\n", "\n", "\n", " a) Temperature (°C) at 25 m below the surface for one particular day.\n", " b) Change in temperature between over 1 day at 25 m below the surface.\n", " c) Standard deviation in temperature at 25 m below the surface.\n", " d) Temperature (°C) at 25 m below the surface and 13° E for one particular day.\n", " e) Change in temperature between over 1 day in temperature at 25 m below the surface & 13° E.\n", " f) Standard deviation in temperature at 25 m below the surface & 13° E.\n", " g) Time series at 57° N, 17° E, and −25 m. \n", " i) Time series at 55° S, 9° E, and −25 m. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================================\n", "\n", " LOADING MITGCM DATASET \n", "\n", "================================================\n", "\n", "Reading in MITGCM dataset ...\n", "Shape of dataset: (2, 42, 78, 11)\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "================================================\n", "\n", " 25 M BELOW THE SURFACE FOR ONE PARTICULAR DAY \n", "\n", "================================================\n", "\n", "Temperature (°C) at 25 m below the surface for one particular day.\n" ] }, { "data": { "image/png": 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", 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z588bf/3rX43KlSu7rBscHGx88MEHRnZ2tkcx9uzZ06n+LVFRUcbAgQONgIAAl/00aNDAeO+994ysrCyP+snrwoULxuTJk42GDRua7m9/f38jIiLC2Lhxo8ftjho1yqmN48ePG4ZhGCdPnjSefvppIygoKF8/gwcPztdOXFyc8c9//tPo3r27Ub58edMYJRkVK1Y0hg8fbuzfv99yfJ7+GzVqVL62mjRp4ni/SZMmHu8jwzCMt956y6n9zZs3m5Y1+xzfuHHDmDFjhhEWFuYy5osXL7ps7/r168a8efOMu+++2+02t2jRwvjkk08K/RmzIncsISEhRk5Ojsd1r1y5YoSEhDjq33XXXcbSpUuN/fv3G9u3bzfefPNNo1KlSo73X3vtNbftffnll/n2hSefLW86c+aMU/8jR44s0f4BAABuV9xJAAAAUAodO3ZMQ4YM0S+//FJg2TNnzuj111/X/PnztXbt2kLdWZCcnKyBAwcqOjratExmZqbmzJmjHTt2aPPmzY6pSX755Rc9/PDDOnv2rGndixcv6pVXXtG+ffu0aNEi+ftbn/Vy7ty5mjBhgtspRs6ePauJEydq2bJlWr9+verUqeNx+0uWLNGECRN0+fJlt+VycnK0Y8cOPfjgg3r66af1r3/9q1C/2F+1apVGjx6t1NRUj8qnpKSoefPmHrd/7do1ff7551q+fLn++c9/6rXXXrMcY1mTkJCgxx57TLt27bJUb+/evRo6dKiOHTtWYNkjR47o+eef17x587R27Vo1bNiwsOG6derUKR04cMCx3KtXL0t3yVSpUkWzZ8/WE088IenmnTEjRoxwWfbOO+/UG2+84ba9DRs2OC3fd999atu2rcfxeEODBg3UsmVLx/RJ69atU05OTqHOJwAAAPgPkgQAAAClzO7duzVw4EBduHDBaX2tWrXUvn171a5dW5mZmTpy5IgOHjzoeD8+Pl7dunXTli1bdM8993jc3/Xr150SBJUqVVKXLl1Ur149ZWRkaM+ePU4JgJiYGI0ePVorV67UkSNH1KdPH128eNERY+fOnVWzZk0lJydr586dSktLc9RdunSpOnTooJdfftnSPvnqq6/0wgsvyDAMSTenJ+nQoYNq1KihpKQkRUVF6erVq47ye/fuVe/evbV9+/YCp0iSpDfffFN///vfndb5+fnpzjvvVIsWLVS1alVdvHhRe/bs0fnz5x1l/vd//1cJCQnasGGDAgM9H1pHR0dr1KhRyszMlHRzLvjOnTurdu3aSk1NVWxsbL46rpIjjRs31p133qnq1aurYsWKunTpkg4dOqS4uDjHvsrOztakSZPk5+eniRMnehxjWZOZmalHHnnE8TkOCAhQx44d1bhxY0nSyZMntXfv3nz11q5dq2HDhikjI8Npff369dWuXTvVrFlT6enpio2N1ZEjRxzvx8TEqEuXLoqKivLowbtW5b0o3717d8ttDBs2TCkpKXrxxRd148YNl2XatWun1atXOz3DwJWtW7c6LT/wwAOW4/GGHj16OJIEFy5c0N69e52mVgIAAEAh+PpWBgAAgNudlemGEhISjPr16zuV79Kli/HDDz+4nGrkyJEjRmRkZL7pUC5fvmzaR95pWoKDgx3TCU2fPt1IT093Kp+Tk2PMnz/fCAwMdKq3ceNGo127doYko1GjRsZXX32VbzqhK1euGOPGjXOqFxQU5DY+w8g/3dCtGOvWrWssX77cuHHjRr5+3nnnnXxT8Dz11FNu+zEMw1i0aFG+6YQmTJhgnDhxIl/ZnJwcY+XKlcYdd9zhVOf1119320fe6XyqVq3q2G9ffPFFvu3JyclxTEl0y/nz541y5coZjz/+uLFs2TIjOTnZtL+4uDhj3Lhxhp+fn6PPwMBA49dff3VZ/vz588bx48eN48ePO0211LBhQ8d6V//Onz+fry1fTTd0a5/6+/sbr776qnHhwoV8dU6ePOk0TdBvv/1mVKlSxamd/v37G9HR0S773Ldvn9G9e3en8hEREfmOnzc8++yzTv1s37690G39/vvvxpgxY4zQ0FCjfPnyRvXq1Y2IiAhj7ty5RmZmZoH1ExMT8001tHLlykLHUxRz5sxxiuOjjz7ySRwAAAC3E5IEAAAAxcxKkmDAgAFOZZ977jmPLkC++OKLTvXefvtt07J5L65KMsqVK2ds2rTJbR/vvvuuywv3TZs2Nc6cOeO2bt7t+vTTT92Wz5skkGTUq1fPOHLkiNt6K1euzPe8gh9//NG0fHx8vNO87BUqVDDWr1/vtg/DMIykpCSnOe8DAgKMY8eOmZZ3Ned/s2bNjFOnThXY1y2ZmZkF7ue88n72XD1DIK+iXOQvav2iJAlu/fv3v//tUV/Z2dlGmzZtnOpOnTq1wHpZWVnGo48+6lRv8eLFnm6ix9q2bevUR2pqqtf78NTevXvz7edDhw75JJZt27ZZTgQCAADAPSZvBAAAKCX27NmjdevWOZa7du2qBQsWKCAgoMC677//vtP84HPmzHFMZeOJN954o8DpQyZMmKCgoCDH8q0phpYsWaIGDRq4rTt58mSn5U2bNnkc2y3z589XWFiY2zKRkZEaP36807qPPvrItPzMmTOdpin64IMP1L9//wJjCQkJ0eeff+5Yzs7O1gcffFBgvdwWLVpkaZqa8uXLF7if83rmmWf08MMPO5a//PJLZWVlWWqjLHn22Wc1fPhwj8p+8803TtN1DR06VG+99VaB9QIDA7V48WKFhIQ41r333nvWgy1A7qmNqlevXuB0QMUpJSUl37pbzyQpaU2aNHFavjX1EAAAAAqPJAEAAEApMXv2bKfladOmefxAzoCAAL300kuO5fPnz3v88NbKlSs71TVTqVIldevWzWldRESEIiIiCqwbERGhSpUqOZZjYmI8iu2Wjh07avDgwR6VffPNN50eJPzdd985PUfglvT0dH322WeO5WbNmun555/3OKbOnTs7zRO/evVqj+t269atUHPMF8Zjjz3meH316lXL+74sef311z0um/v75ufnp+nTp3tcNygoyOmzcuDAAcXHx3tcvyCJiYlOyavieOaBFcnJyfnW+SpJ0KBBA6fzojf3OwAAgF2RJAAAACglfvzxR8frevXqqWfPnpbq9+7d22l5+/btHtXr2rWrxxf8WrRo4bTsya/uJcnf31/Nmzd3LCclJXlU7xZPfx0u3Xx4cr9+/RzLOTk5LhMmO3bscLoQO2TIEI+TMrfk3ucnTpzQyZMnPaoXGRlpqZ+CZGVlKSUlRSdPnlR8fLzTv3LlyjmV/f33373ad2kRHh6e7/NpJj09XVFRUY7lzp07q2nTppb6K+z3zRPnzp1zWvbk4dt2ERgY6HRH04ULFxwP6QYAAEDhBPo6AAAAAEhxcXFKSEhwLIeFhenEiROW2rh+/Xq+Nj3RunVrj/vIO+VJYetevnzZ43qS1KVLF8vl165d61j+v//7Pw0aNMipzI4dO5yWGzRoYPlXybnvWJCkY8eO6Y477iiwXvv27S31k9fx48e1fPly/fTTTzp48KDTZ6cgt6aJut1Y2adRUVFO0y41a9bM8rHPyclxWvb0++aJjIwMp+Xcd+H4Qs2aNfOtu3TpktOUSyWpcuXKjnOIYRjKyMhQlSpVfBILAADA7YAkAQAAQClw6tQpp+UdO3ZY/mVzXq7mEXfFyq+UAwOdh49WphzJXffGjRse15Okli1bWiqf9xfleX+ZLeXf5y+//LJefvllS/3k5ek+L+zF1eTkZE2aNEmLFi3Kd5HaU5cuXSpUvdLOyj7Ne+y/+OILffHFF0Xq39Nj74m834+837uSVqtWrXzrUlNTfZYkyLs/bufnbAAAAJQEkgQAAAClgKs5v4sqLS3No3JWp9jxVl0rqlWrZql83jseXF3A9eU+r1q1quW2ExIS1KdPnyJPF1TY5EJpZ2Wf+vLYeyLvnQO5p8XyBVcPzP79998tJ++8Je/+4C4CAACAouGZBAAAAKVA3qmCvIF5uv/Dz88v37qyts/HjBnjlCAIDAzUI488ovnz5ysqKkqnTp1SWlqasrKyZBiG49/mzZuLLaayqrQf+7xJsfT0dK+1XRj16tVTs2bNnNbt3r3bR9E474+KFSvme+4GAAAArOFOAgAAgFKgdu3aTst/+ctf9Mknn/gomtLn8uXLqlOnjsfl806p42pKpbz7fOfOneratWvhAixmu3fv1rp16xzLtWvX1vfff68OHToUWNfq8x98KTs7u0T6yXvsp02bpilTppRI355o3Lix/Pz8HIkHK8+cKC49e/bUsWPHHMu+Sj5dvHhR165dcyw3btzYJ3EAAADcTriTAAAAoBSoW7eu0/Iff/zho0hKJ6v748iRI07LruZOL0v7/Ntvv3VanjFjhkcJAkk6e/ZscYRkqijPniiphyqX9mNfsWJF1atXz7GckJBQYgkUM/3793da3rVrlw4ePFjicZw5c8ZpuajPbgEAAABJAgAAgFIhPDzcaR79Xbt2eXWO87IuKirKUvno6Gin5c6dO+crc//99zst//DDD9YDKyF5kx4PP/ywx3V37txpqS9XUzNZkXuqnNTUVEt1f/vttyL17amuXbs6befGjRtL3fRc7dq1c7zOzs7W0aNHfRiN9Oijjyo0NNRp3XvvvVficeR9Jsc999xT4jEAAADcbkgSAAAAlAIBAQHq06ePYzkzM1NLly71YUSly7Jlyzwum5yc7HTB39/f3+U0Qn369FFAQIBjefXq1Tp37lzRAi0meS+2530ws5lLly5p1apVlvqqUKGC43VmZqalupLzXRvp6ek6efKkR/VSUlIsJ4MKq06dOmrfvr1j+cyZM1q/fn2J9O2pvImt/fv3+yiSmwIDA/Xqq686rVu8eLFX9tu5c+c8Tor++uuvTsv33ntvkfsHAACwO5IEAAAApcSECROclt9+++1SMRd5abB37958U+6Yeeedd5weTDtgwACXzzMIDg7WU0895Vi+cuWKJk6cWPRgi0HeZyocOnTIo3pTp061fEdKjRo1HK8vXLigrKwsS/XzToO0Zs0aj+rNnDnTaa754vbCCy84LU+cOFFXrlwpsf4L0rNnT6dlXz4o+JaxY8fmO77PPPNMkRIYu3fvVseOHZWcnOxx+Vv8/f3Vo0ePQvcNAACAm0gSAAAAlBK9evXSgw8+6Fg+d+6cBgwYoNOnT1tqJy0tTZ9//rm3w/O5cePGKS4uzm2ZVatW6eOPP3Za99JLL5mWnzp1qtMv55cuXarJkydbnv89NjZW27Zts1THitxTz0jS9OnTC6zzr3/9Sx999JHlvlq3bu14fePGDcsPqM19R4wkvfvuuwU+PHnVqlWaMWOGpX6KauTIkWrVqpVj+ffff9cjjzxi+bkI58+f1zfffOPt8NS9e3dVrVrVseyrBwXnVqFCBX399ddOiaRz586pR48elu9YSU1N1RtvvKEePXp4fI7LysrSzz//7Fju3LmzpQeaAwAAwDWSBAAAAKXI4sWL1ahRI8dyTEyM2rZtqxkzZujChQum9dLS0rR69Wo999xzatiwof72t7+VRLglJjg4WImJiYqIiNCXX36pnJwcp/fT09P1X//1Xxo2bJjTBf7hw4erb9++pu02bdpUCxYscFo3Y8YMRUREaM2aNW4fvBsfH6+PP/5YDzzwgMLDw/XTTz8VcusKNmTIEKepkZYtW6axY8e6/PX16dOnNXbsWI0ZM0aGYVi+iNq7d2+n5dGjR2vu3Lnau3evjh07pvj4eMc/V5/JBx54QM2bN3csnzp1Sv369dPhw4fzlU1OTtbkyZP12GOPKScnJ98dE8UpICBAX3/9tdMzFH788Ue1bdtW8+bNc3sHRkpKipYvX64nn3xSjRs31uzZs70eX/ny5TVgwADHckxMjNtzQElp2rSpli9frkqVKjnWXb58WY888oh69uyplStXmiaFcnJyFBUVpb/97W9q1qyZpk2bZmlKq127dik9Pd2xHBkZWejtAAAAwH8E+joAAAAA/Ef9+vW1du1aDRgwQGfPnpUkXbx4UZMnT9brr7+u1q1bq1mzZqpevboyMzOVmpqquLg4xcfHOz14tWbNmr7ahGIxb948PfHEE0pMTNSwYcNUt25ddezYUdWrV1dSUpKioqKUkZHhVCc8PFz//d//XWDbI0eOVGJioqZMmeJIPkRFRWnQoEGqXLmy2rdvr7p166pSpUpKS0vThQsXFBsba/mhvEXRsmVL/eUvf9G8efMc6z799FMtXbpU9957rxo3bqxr167p2LFj2r9/v+OzUK9ePc2cOVMjRozwuK/HH39cb7zxhuPX3WfPntX48eNdlh01apQWLVrktM7Pz0+zZ8/WwIEDHeuio6N11113qUOHDmrevLmys7N18uRJ7d2715HU6dmzp7p166Zp06Z5HGtRhYeHa8WKFRoyZIguXbok6WaS5a9//asmTJigu+++W3fccYeqVaumjIwMpaam6o8//rB8d09hjRw5UsuXL5d08wL7ypUrNXbs2BLp251+/fpp48aNGjp0qOM8JUnbtm3Ttm3bVK5cOYWHh6tu3bqqVauW0tLSlJiYqGPHjrlMbAUGBqp8+fIF9vv11187Xvv7++vpp5/2zgYBAADYHEkCAACAUqZdu3b65ZdfNGLECKcH8BqGodjYWMXGxhbYRkn+IrskDBs2TOfOndPLL7+snJwcJSUlad26dablO3TooA0bNnicLJk0aZLatm2r0aNHKzEx0bE+IyPDaXoTd4p7n3/44Yc6efKkvvvuO8e6zMxMbd++3WX50NBQrV27VufPn7fUT6VKlbRy5UpFRkbqzJkzhYp1wIABevfddzV58mTHupycHO3Zs0d79uzJV/7BBx/UihUrNGvWrEL1VxR9+/bVnj179OSTTzrFlp2drZiYGMXExBTYRnEd+4ceekgNGjRwXIj/6quvSkWSQJK6deumX3/9VVOmTNFnn33mdAdPVlaWR/vNz89PQ4YM0T/+8Q81aNDAbdmcnBytWLHCsdyvXz+nu64AAABQeEw3BAAAUAqFhITo+++/17Zt2xQZGakqVaoUWKdp06YaM2aM1q9f7/JCbFk3YcIEbdu2Tf369XOaeie3Bg0aaObMmYqOjrY8zU7//v11/Phxffzxx7rnnnvk5+fntny5cuV0//33a+rUqfrjjz/cPvvAG8qXL6/Vq1frww8/dHtBtXHjxvrb3/6m/fv3Kzw8vFB9derUSbGxsZo/f74iIyMVFhamatWqme53VyZNmqQNGzaoffv2pmVatWqluXPnasOGDU7z75e0sLAw7d69W2vWrFHfvn2dnlNhpnXr1powYYK2b99eLM8kkG5OifTiiy86ljdt2qT4+Phi6aswatWqpQULFujo0aOaMmWKWrZsWWAdf39/3X333XrnnXcUFxenL7/8Ui1atCiw3rp165zuWnjllVeKFDsAAAD+w8/IfV86AAAASqUbN25oz549Onr0qJKTk5WWlqbKlSurevXqatasmVq3bq169er5Okyv6dWrl7Zu3epYzjtkTUhIUHR0tM6cOaO0tDSFhISoVatWuu++++Tv753fwaSkpCgqKkoJCQlKSUlRVlaWgoKCFBISopYtW6pVq1aqXLmyV/qy6saNG9q3b59iYmKUnJysihUrql69egoLC1OnTp0KTHCUtKNHj2rXrl1KSkqSYRhq0KCB7rrrLrcJBF+6du2aoqOjdeLECSUnJys9PV1VqlRRcHCwwsLC1Lp1a9WqVatEYrl06ZIaN27seEbClClTSnRKJquSkpIUExOjEydO6OLFi8rKylLVqlVVo0YNNW3aVO3bty9UQujPf/6z1q5dK0m6++679euvv3o7dAAAANsiSQAAAIBSp6AkAWAnb775pv7+979Luvnr/RMnTnh0d9Ht4tChQwoPD3c8M2TFihV69NFHfRwVAADA7YPphgAAAACgFHvttddUu3ZtSVJycrI++eQTH0dUsqZNm+ZIEHTp0oUEAQAAgJeRJAAAAACAUqxq1ap65513HMszZ85Uenq6DyMqOYcPH9ayZcsk3XzQ8XvvvefjiAAAAG4/JAkAAAAAoJR7/vnn1blzZ0lSYmKiZsyY4eOISsakSZN048YNSdKoUaMUERHh44gAAABuP4G+DgAAAAAA4J6/v78WLlyor776SpJs8UyCy5cvq0OHDo4HXI8fP97HEQEAANyeeHAxAAAASh0eXAwAAAAAJYPphgAAAAAAAAAAsCmSBAAAAAAAAAAA2BTTDQEAAAAAAAAAYFPcSQAAAAAAAAAAgE2RJAAAAAAAAAAAwKZIEgAAAAAAAAAAYFMkCQAAAAAAAAAAsCmSBAAAAAAAAAAA2BRJAgAAAAAAAAAAbIokAQAAAAAAAAAANkWSAAAAAAAAAAAAmyJJAAAAAAAAAACATZEkAAAAAAAAAADApkgSAAAAAAAAAABgUyQJAAAAAAAAAACwKZIEAAAAAAAAAADYFEkCAAAAAAAAAABsiiQBAAAAAAAAAAA2RZIAAAAAAAAAAACbIkkAAAAAAAAAAIBNkSQAAAAAAAAAAMCmSBIAAAAAAAAAAGBTJAkAAAAAAAAAALApkgQAAAAAAAAAANgUSQIAAAAAAAAAAGyKJAEAAAAAAAAAADZFkgAAAAAAAAAAAJsiSQAAAAAAAAAAgE2RJAAAAAAAAAAAwKZIEgAAAAAAAAAAYFMkCQAAAAAAAAAAsKn/DzqFheaY80vvAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Change in temperature between over 1 day at 25 m below the surface.\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Standard deviation in temperature at 25 m below the surface.\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "================================================\n", "\n", " 25 M BELOW THE SURFACE & AT at 13° E FOR ONE PARTICULAR DAY \n", "\n", "================================================\n", "\n", "Temperature (°C) at 25 m below the surface & at 13° E for one particular day.\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Change in temperature between over 1 day in temperature at 25 m below the surface & at 13° E.\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Standard deviation in temperature at 25 m below the surface & at 13° E.\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "================================================\n", "\n", " TIME SERIES AT 57° N, 17° E, and −25 m \n", "\n", "================================================\n", "\n" ] }, { "data": { "text/plain": [ "
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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run \"../src/pipelines/graphs_section.py\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the domain:\n", "\n", "+ runs from 60°𝑆 to 60°𝑁 , and is just over 20°\n", " wide in longitude. \n", "+ is bounded by land along the northern (and southern) edge, and a strip of land runs along the eastern (and western) boundary from 60°\n", " N to 40°𝑆 (see Figure 1a). Below this, in the southernmost 20°, the simulator has a periodic boundary condition, allowing flow that exits to the east (west) to return to the domain at the western (eastern) boundary. \n", "+ has flat-bottom bathymetry of 5,000 m over most of the domain, with a 2° region of 2,500-m depth at the southernmost 20° of the eastern edge (i.e., the spit of land forming the eastern boundary continues to the southern boundary as a 2,500-m high subsurface ridge)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Importantly, note from the figures presented, that the depth axis is scaled to give each GCM grid cell equal spacing. The simulator shows a realistic temperature distribution with warm surface water near the equator, and cooler water near the poles and in the deep ocean. Temperature changes are largest in the very north of the domain and throughout the southern region. Though changes per day are small, they accumulate over time to give cycles of around 0.2° in some regions of the domain." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Training\n", "Model training is performed for the purely linear regression model (only linear terms) and the nolinear regression model (linear and multiplicative terms). Run parameters for the control and withholding experiments were set through the `run_vars` variable in the script `../src/pipelines/TrainLinearRegressionModel.py`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Linear regression (A Toy Example)\n", "\n", "For illustrative purposes, in the following section we showcase how to set parameters for a linear regression model that takes as input all the relevant variables, that is,:\n", "> Temperature, salinity, U (East–West) and V (North–South) current components, density, U, V, and W (vertical) components of the Gent-McWilliams (GM) bolus velocities, sea surface height (SSH), latitude, longitude, and depth. The GM bolus velocities are a parameterization of the velocities resulting from ocean eddies and are used in the GM scheme to calculate the advective effects of eddy action on tracers.\n", "\n", "First, we define a dictionary named `run_vars`, which has all the input variables set to `True` and, `poly_degree` set to `1` -- the latter parameter defines we will be running a purely linear regression.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Run parameters\n", "run_vars = {\n", " 'dimension':3, \n", " 'lat':True , \n", " 'lon':True ,\n", " 'dep':True , \n", " 'current':True , \n", " 'bolus_vel':True ,\n", " 'sal':True , \n", " 'eta':True , \n", " 'density':True , \n", " 'poly_degree':1,\n", " 'StepSize':1, \n", " 'predict':'DelT'\n", "}\n", "data_name = data_prefix + cn.create_dataname(run_vars)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following chunk of code performs the following tasks:\n", "\n", "+ loads the MITGCM data into input and output arrays, \n", "+ splits the dataset into training, validation and testing samples\n", "+ normalises the dataset\n", "+ saves the datasets into 1) norm_outputs_tr, array containing the normalized outputs that will be used for training, 2) norm_outputs_val, containing the normalized outputs that would be used for validation.\n", "\n", "The training-validation split ratio is set by default to $0.7$, while the validation-testing split ratio is set to $0.9$.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape of density dataset: (18000, 42, 78, 11)\n", "*********************************\n", "Number of training & validation samples > 0.0005: [171979], [52235]\n", "Number of training & validation samples > 0.001: [111033], [34604]\n", "Number of training & validation samples > 0.002: [82846], [25565]\n", "Number of training & validation samples > 0.0025: [76097], [23495]\n", "Number of training & validation samples > 0.003: [70810], [22054]\n", "Number of training & validation samples > 0.004: [62849], [19632]\n", "Number of training & validation samples > 0.005: [56885], [17853]\n", "*********************************\n", "Highest and lowest values in training data: 0.26704645, -0.23875284\n", "Highest and lowest values in validation data: 0.23960555, -0.26727915\n", "Mean of train and val sets : -5.388849e-05, 0.0001357027\n", "Std of train and val sets : 0.01036672, 0.011045901\n", "Skew of train and val sets : [-1.0299234], [-0.20501705]\n", "Kurtosis of train and val sets : [101.97883], [98.24192]\n", "Normalising Data\n", "Shape for inputs and outputs: tr; val; te\n", "(648440, 228) (648440, 1)\n", "(199520, 228) (199520, 1)\n", "(99760, 228) (99760, 1)\n", "Shape for orig_temp and clim_temp, tr&val\n", "(648440, 1) (199520, 1)\n", "(648440, 1) (199520, 1)\n" ] } ], "source": [ "# Load the data\n", "mitgcm_filename = os.path.join(data_raw_path, \"cat_tave.nc\")\n", "density_file = os.path.join(data_raw_path, \"DensityData.npy\")\n", "clim_filename = os.path.join(data_raw_path, \"ncra_cat_tave.nc\")\n", "trainval_ratio=0.7\n", "valtest_ratio=0.9\n", "\n", "norm_inputs_tr, _, _, norm_outputs_tr, norm_outputs_val, _, _, _, _, _, _, _, _ = rr.ReadMITGCM(\n", " mitgcm_filename,\n", " clim_filename,\n", " density_file,\n", " data_name, \n", " run_vars\n", ") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Model fit example\n", "\n", "After splitting our dataset into the corresponding subsamples (training, validation and testing), we proceed to train the model setting the following hyperparameter:\n", "\n", "+ $\\alpha = 0.001$\n", "\n", "Our cross-validation splitting strategy is set to $3$ folds.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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values
cv3
error_scoreNaN
estimator__alpha1.0
estimator__copy_XTrue
estimator__fit_interceptFalse
estimator__max_iterNone
estimator__positiveFalse
estimator__random_stateNone
estimator__solverauto
estimator__tol0.0001
estimatorRidge(fit_intercept=False)
n_jobsNone
param_grid[{'alpha': [0.001]}]
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refitTrue
return_train_scoreFalse
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\n", "
" ], "text/plain": [ " values\n", "cv 3\n", "error_score NaN\n", "estimator__alpha 1.0\n", "estimator__copy_X True\n", "estimator__fit_intercept False\n", "estimator__max_iter None\n", "estimator__positive False\n", "estimator__random_state None\n", "estimator__solver auto\n", "estimator__tol 0.0001\n", "estimator Ridge(fit_intercept=False)\n", "n_jobs None\n", "param_grid [{'alpha': [0.001]}]\n", "pre_dispatch 2*n_jobs\n", "refit True\n", "return_train_score False\n", "scoring neg_mean_squared_error\n", "verbose 0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Model hyperparameters for the grid search\n", "parameters = [{'alpha': [0.001]}]\n", "n_folds=3\n", "lr = linear_model.Ridge(fit_intercept=False)\n", "lr = GridSearchCV(\n", " lr, \n", " param_grid=parameters, \n", " cv=n_folds, \n", " scoring='neg_mean_squared_error', \n", " refit=True\n", ")\n", "\n", "# Fit the model\n", "lr.fit(norm_inputs_tr, norm_outputs_tr)\n", "# Parameters for the estimator.\n", "pd.DataFrame.from_dict(lr.get_params(), orient='index', columns=['values'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Performance of the Regressor" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Scatter Plot for the Control Regressor (Figure 2) - Different from above\n", "We update the dictionary `run_vars`, such that `poly_degree` is set to `2` -- This helps us in defining the model so that it has second-order pairwise polynomial terms, in order to capture a limited amount of nonlinear behavior through interaction between terms. This means that as well as the above inputs, we have multiplicative pairs of features" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Setting up the parameters for the run \n", "run_vars = {'dimension':3, 'lat':True , 'lon':True , 'dep':True , 'current':True , 'bolus_vel':True , 'sal':True , 'eta':True , 'density':True , 'poly_degree':2, 'StepSize':1, 'predict':'DelT'}\n", "data_name = data_prefix + cn.create_dataname(run_vars)\n", "model_name = model_prefix+data_name\n", "pkl_filename='../outputs/models/' + model_name+'_pickle.pkl'" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading : ../outputs/models/alpha.001_3dLatLonDepUVBolSalEtaDnsPolyDeg2_Step1_PredictDelT_pickle.pkl\n" ] } ], "source": [ "print('Loading : ', pkl_filename)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "#Path to the input arrays\n", "path='../data/interim/'\n", "inputs_tr_filename = path+'trunc_SinglePoint_'+data_name+'_InputsTr.npy'\n", "inputs_val_filename = path+'trunc_SinglePoint_'+data_name+'_InputsVal.npy'\n", "inputs_te_filename = path+'trunc_SinglePoint_'+data_name+'_InputsTe.npy'\n", "\n", "#Loading Input Feature Arrays\n", "norm_inputs_tr=np.load(inputs_tr_filename)\n", "norm_inputs_val=np.load(inputs_val_filename)\n", "norm_inputs_te=np.load(inputs_te_filename,'r')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The following script performs the following steps to make the scatter plot of predicted and true temperature change, allowing us to evaluate the performance of the control regressor.\n", "\n", " a) Load the true temperature change arrays, persistence arrays to calculate climatology.\n", " b) Load the trained model.\n", " c) Calculate the predicted temperature changes using the input feature arrays and the trained model.\n", " d) Denormalise the predictions and true outputs using the mean and standard deviation of the arrays.\n", " e) Calculate the mean squared errors and make the scatter plot using the denormalized arrays." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "opening ../outputs/models/alpha.001_3dLatLonDepUVBolSalEtaDnsPolyDeg2_Step1_PredictDelT_pickle.pkl\n", "predict values\n", "================================================\n", "\n", " Predictions against truth for Training datasets for the control regressor \n", "\n", "================================================\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "================================================\n", "\n", " Predictions against truth for Validation datasets for the control regressor \n", "\n", "================================================\n", "\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_scatter_plots(run_vars,pkl_filename,data_name,model_name,norm_inputs_tr,norm_inputs_val,norm_inputs_te,lim=15000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model captures the central part of the distribution well. While the majority of the temperature change is dominated by small near-zero changes, capturing these is key to producing a good forecast system. To a lesser extent, the regressor also captures the tails of the distribution, where temperature changes are larger, although the underprediction is more significant here. However, it is noteworthy that the model still shows some skill for these points, given that the model used is very simple and there are a relatively limited number of training samples in the tails" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Spatial patterns of errors (Figure 3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### To understand how the regressor performs spatially, temporally averaged absolute errors are plotted. \n", "These averaged errors are shown in Figure 3. Note that the regressor is only applied away from boundary and land points (in its current form, it cannot deal with spatial locations that are not surrounded on all sides by ocean points); hence, points close to land are not included in these plots. The script below performs the following steps:\n", "\n", " a) It loads the the MITgcm state at 500 different times from the 20-year dataset, masks the locations that are not surrounded on all sides by ocean points, and uses these fields as inputs to the regressor to forecast a single time step ahead.\n", "\n", " b) The set of forecasts created from these 500 input states is compared to the truth from the GCM run, and the absolute errors between the truth and the predictions are then temporally averaged. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run \"../src/pipelines/spatial_patterns_errors.py\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The regressor shows the largest errors are located in the north of the domain and in the Southern Ocean. We see that the errors in the north of the domain are co-located with regions of high vertical advective temperature fluxes, and regions of high convective fluxes. These results imply the regression model struggles to fully capture the vertical processes, and the associated heat flux, in the north of the domain. The high errors in the Southern Ocean are again co-located with regions of high vertical diffusive fluxes, this time both explicit and implicit, and vertical advection. Throughout the ocean interior where temperature changes and the fluxes associated with these are small, errors are also small as would be expected." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Senstivity Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Coefficient analysis (Figure 4)\n", "Figure 4a shows coefficients averaged over all input locations for each variable type (i.e., for most variables, there are 27 inputs, corresponding to the 27 neighboring cells; we average over these to give a single value for each variable (temperature, salinity, etc.) and for each polynomial combination of variables). \n", "\n", "Figure 4b shows the coefficients related to polynomial interactions of temperature with temperature. These are the raw coefficients, without any averaging applied." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "../outputs/models/alpha.001_3dLatLonDepUVBolSalEtaDnsPolyDeg2_Step1_PredictDelT_coefs.npz\n", "raw_coeffs.shape\n", "(1, 26106)\n", "raw_coeffs.shape\n", "(1, 26106)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run \"../src/pipelines/coecien_analysis.py\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "High-weighted inputs (those with a large magnitude coefficient) are variables which are heavily used in the predictions and therefore considered important for the predictive skill. From the above figures we infer- \n", "\n", " From Figure 4a: Density (as a linear term, not in combination with other variables) is by far the most highly weighted variable in this model. This agrees well with the current physical understanding of ocean dynamics.\n", "\n", " From Figure 4a: The location information is low weighted, particularly when interacting with other variables. This indicates that the regressor is not basing its predictions predominantly on the location of points, but on the physical variables themselves.\n", "\n", " From Figure 4b: Multiplicative interaction between temperatures at the grid point we are predicting for and the temperature at all surrounding points is very highly weighted. This fits well with our physical expectation of the system—as diffusive and advective fluxes of temperature are dominated by local gradients in temperature." ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "#### Witholding Experiments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this section, we run a series of withholding experiments. For each of the variables described with the exception of temperature, we train a new regressor leaving out that one variable group, for example, we train a new regressor with all the existing inputs except for salinity at all surrounding points and any multiplicative terms including salinity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Withholding multiplicative terms: Figure 5; Importance of Non-Linearity\n", "We update the dictionary `run_vars`, such that `poly_degree` is set to `1` -- This helps us in evaluating the performance of the purely linear model, that is, the model trained without any multiplicative terms" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "#Setting up the parameters for the run - Setting Polynomial Degree=1\n", "run_vars = {'dimension':3, 'lat':True , 'lon':True , 'dep':True , 'current':True , 'bolus_vel':True , 'sal':True , 'eta':True , 'density':True , 'poly_degree':1, 'StepSize':1, 'predict':'DelT'}\n", "data_name = data_prefix + cn.create_dataname(run_vars)\n", "model_name = model_prefix+data_name\n", "pkl_filename='../outputs/models/' + model_name+'_pickle.pkl'" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading : ../outputs/models/alpha.001_3dLatLonDepUVBolSalEtaDnsPolyDeg1_Step1_PredictDelT_pickle.pkl\n" ] } ], "source": [ "print('Loading : ', pkl_filename)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "path='../data/interim/'\n", "inputs_tr_filename = path+'SinglePoint_'+data_name+'_InputsTr.npy'\n", "inputs_val_filename = path+'SinglePoint_'+data_name+'_InputsVal.npy'\n", "inputs_te_filename = path+'SinglePoint_'+data_name+'_InputsTe.npy.gz'\n", "\n", "#Loading Input Arrays\n", "norm_inputs_tr=np.load(inputs_tr_filename)\n", "norm_inputs_val=np.load(inputs_val_filename)\n", "norm_inputs_te=np.load(gzip.GzipFile(inputs_te_filename,'r'))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "opening ../outputs/models/alpha.001_3dLatLonDepUVBolSalEtaDnsPolyDeg1_Step1_PredictDelT_pickle.pkl\n", "predict values\n", "================================================\n", "\n", " Predictions against truth for Training datasets for the control regressor \n", "\n", "================================================\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_scatter_plots(run_vars,pkl_filename,data_name,model_name,norm_inputs_tr,norm_inputs_val,norm_inputs_te,plot_val=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that, without multiplicative terms, the model can capture the mean behavior of the system (zero change in temperature) but is unable to capture any of the variability. This mean behavior alone does not provide useful forecasts, as can be seen from the statistics for this experiment. \n", " Nonlinearity is shown to be critical to modeling the variability of temperature change." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Withholding 3D structure: Figure 6, Impact of vertical structure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To assess how information about the vertical structure of the ocean impacts predictions, we look at spatially averaged errors from the model trained with only a 2D neighborhood of inputs, along with the difference in error between this and the control regressor from previous Section.\n", "\n", "We update the dictionary `run_vars`, such that `dimension` is set to `2`." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "mitgcm_filename = os.path.join(data_raw_path, \"cat_tave.nc\")\n", "#Loading the 2D model \n", "run_vars={'dimension':2, 'lat':True , 'lon':True, 'dep':True , 'current':True , 'bolus_vel':True , 'sal':True , 'eta':True , 'density':True , 'poly_degree':2, 'StepSize':1, 'predict':'DelT'}\n", "data_name = data_prefix + cn.create_dataname(run_vars)\n", "model_name = model_prefix+data_name\n", "exp_name = exp_prefix+model_name\n", "cntrl_name = exp_prefix+model_prefix+data_prefix+'3dLatLonDepUVBolSalEtaDnsPolyDeg2_Step1_PredictDelT'" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'alpha.001_2dLatLonDepUVBolSalEtaDnsPolyDeg2_Step1_PredictDelT'" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "exp_name" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " ================================================\n", "\n", " Plotting the absolute error from predictions across the grid at 500 different times averaged to give a spatial pattern of errors. \n", "\n", "================================================\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " ================================================\n", "\n", " Plotting the difference between this and the control run, with areas shaded in red indicating where the error has increased as a consequence of withholding information about the vertical structure, and blue indicating areas where the predictions are improved. \n", "\n", "================================================\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_error_plots(mitgcm_filename,exp_name,cntrl_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interestingly, this regressor shows some regions (the deep water in the south of the domain) where the errors are notably improved in a regressor using only 2D information. In this work, we have developed a regressor which learns one equation to be applied across all grid boxes in the domain. We optimize for best performance averaged over all relevant grid cells, but this does not enforce the best possible performance over each individual grid point/region, and so some of the resultant models will favor certain types of dynamics more than others. Given this, it is not unexpected that the new equations discovered for the withholding experiments (which again optimize for best performance averaged over the entire domain interior) may outperform the control in some locations, despite being poorer overall. Here, we see that the control model is able to perform well across the domain, and optimizes for good performance overall, rather than the much more varied performance seen in the withholding experiments. It seems that as the model which withholds vertical information is not capable of performing well in many regions of the domain, a solution is found which highly optimizes performance in other regions to minimize error overall." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Withholding Currents: Figure 7, Impact of currents\n", "We update the dictionary `run_vars`, such that `current` is set to `False` -- This helps us in evaluating the impact of currents on the performance of the model." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "#Setting the run parameters\n", "run_vars={'dimension':3, 'lat':True , 'lon':True, 'dep':True , 'current':False , 'bolus_vel':True , 'sal':True , 'eta':True , 'density':True , 'poly_degree':2, 'StepSize':1, 'predict':'DelT'}\n", "data_name = data_prefix + cn.create_dataname(run_vars)\n", "model_name = model_prefix+data_name\n", "exp_name = exp_prefix+model_name\n", "cntrl_name = exp_prefix+model_prefix+data_prefix+'3dLatLonDepUVBolSalEtaDnsPolyDeg2_Step1_PredictDelT'" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'alpha.001_3dLatLonDepBolSalEtaDnsPolyDeg2_Step1_PredictDelT'" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "exp_name" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " ================================================\n", "\n", " Plotting the absolute error from predictions across the grid at 500 different times averaged to give a spatial pattern of errors. \n", "\n", "================================================\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " ================================================\n", "\n", " Plotting the difference between this and the control run, with areas shaded in red indicating where the error has increased as a consequence of withholding information about the vertical structure, and blue indicating areas where the predictions are improved. \n", "\n", "================================================\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_error_plots(mitgcm_filename,exp_name,cntrl_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The horizontal (U and V) components of the currents directly drive horizontal advection of temperature. They are also indirectly related to horizontal diffusion, as this is increased in regions of high currents and steep gradients. As such, we would expect that suppressing information about the horizontal currents would cause increases in error in regions where horizontal advection and horizontal diffusion is high. However, again, we note that this region of increased error is one where many processes are present, and the increased errors seen also coincide, to a lesser extent, with regions of high vertical processes (advection, diffusion, and convection), which is less in line with our physical understanding. Here, errors appear more closely matched to the horizontal processes, and so a reasonable interpretation is that the model here is behaving as expected, " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "- There has been much recent interest in developing data-driven models for weather and climate predictions. However, there are open questions regarding their generalizability and robustness, highlighting a need to better understand how they make their predictions. In particular, it is important to understand whether data-driven models learn the underlying physics of the system against which they are trained, or simply identify statistical patterns without any clear link to the underlying physics. \n", "- In this notebook, we run a sensitivity analysis of a regression-based model of ocean temperature, trained against simulations from a 3D ocean model setup in a very simple configuration. \n", "- We show that the regressor heavily bases its forecasts on, and is dependent on, variables known to be key to the physics such as currents and density. By contrast, the regressor does not make heavy use of inputs such as location, which have limited direct physical impacts. \n", "- The model requires nonlinear interactions between inputs in order to show any meaningful skill—in line with the highly nonlinear dynamics of the ocean. Further analysis interprets the ways certain variables are used by the regression model. \n", "- We see that information about the vertical profile of the water column reduces errors in regions of convective activity, and information about the currents reduces errors in regions dominated by advective processes. \n", "- Our results demonstrate that even a simple regression model is capable of learning much of the physics of the system being modeled. We expect that a similar sensitivity analysis could be usefully applied to more complex ocean configurations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Additional information\n", "**Dataset**: Malhotra, Garima, Pinto-Veizaga, Daniela, & Pena, Jorge. (2023). Reproducible Challenge - Team 3 - Sensitivity analysis- Models. https://doi.org/10.5281/zenodo.7954232 - Version 1\n", "\n", "Furner, Rachel. (2021). MITgcm Dataset for paper: Sensitivity analysis of a data-driven model of ocean temperature (v1.1) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.7919172 - Version 1.1\n", "\n", "\n", "**Codebase**: https://github.com/garimamalhotra/repro-challenge-team-3\n", "\n", "**License**: The code in this notebook is licensed under the MIT License. The Environmental Data Science book is licensed under the Creative Commons by Attribution 4.0 license. See further details [here](https://github.com/alan-turing-institute/environmental-ds-book/blob/master/LICENSE.md).\n", "\n", "**Contact**: If you have any suggestion or report an issue with this notebook, feel free to [create an issue](https://github.com/garimamalhotra/repro-challenge-team-3) or send email to the authors: garima.malhotra@colorado.edu, daniela.pinto@berkeley.edu, jorge_eduardo2894@hotmail.com" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last tested: 2023-06-12\n" ] } ], "source": [ "from datetime import date\n", "print(f'Last tested: {date.today()}')" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:team3-main-notebook]", "language": "python", "name": "conda-env-team3-main-notebook-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.11" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }