Tutorials_as_Jupyter_Notebooks/ECCO_v4_Example_MHT.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compute meridional heat transport"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook shows how to compute meridional heat transport (MHT) across any particular latitude band. \n",
    "Additionally, we show this for both global and basin specific cases. \n",
    "\n",
    "Oceanographic computations:\n",
    "\n",
    "* use [xgcm](https://github.com/xgcm/xgcm) to compute masks and grab values at a particular latitude band\n",
    "\n",
    "* use [ecco_v4_py](https://github.com/ECCO-GROUP/ECCOv4-py) to select a specific basin\n",
    "\n",
    "* compute meridional heat transport at one or more latitude bands\n",
    "\n",
    "Python basics on display:\n",
    "\n",
    "* how to [open a dataset using xarray](http://xarray.pydata.org/en/stable/generated/xarray.open_dataset.html) (a one liner!)\n",
    "\n",
    "* how to [save a dataset using xarray](http://xarray.pydata.org/en/stable/generated/xarray.Dataset.to_netcdf.html)  (another one liner!)\n",
    "\n",
    "* one method for making subplots \n",
    "\n",
    "* some tricks for plotting quantities defined as [dask arrays](http://docs.dask.org/en/latest/array.html)\n",
    "\n",
    "Note that each of these tasks can be accomplished more succinctly with [ecco_v4_py](https://github.com/ECCO-GROUP/ECCOv4-py) functions, but are shown explicitly to illustrate these tools. \n",
    "Throughout, we will note the ecco_v4_py (python) and [gcmfaces](https://github.com/ECCO-GROUP/gcmfaces) (MATLAB) functions which can perform these computations.\n",
    "\n",
    "## Datasets\n",
    "\n",
    "These are the ShortNames of the ECCO datasets needed for this tutorial:\n",
    "\n",
    "- **ECCO_L4_GEOMETRY_LLC0090GRID_V4R4**\n",
    "- **ECCO_L4_OCEAN_3D_TEMPERATURE_FLUX_LLC0090GRID_MONTHLY_V4R4** (1992-2017)\n",
    "\n",
    "Make sure you have the `ecco_access` library [in your Python path](https://ecco-v4-python-tutorial.readthedocs.io/ECCO_access_intro.html#Setting-up-ecco_access) before you run this tutorial; it will handle the access to the datasets (either download or in-cloud direct access from S3, depending on the access mode you specify)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "import cartopy as cart\n",
    "import sys\n",
    "import glob\n",
    "\n",
    "from os.path import join,expanduser,exists,split\n",
    "user_home_dir = expanduser('~')\n",
    "\n",
    "import ecco_access as ea\n",
    "\n",
    "# indicate mode of access\n",
    "# options are:\n",
    "# 'download': direct download from internet to your local machine\n",
    "# 'download_ifspace': like download, but only proceeds \n",
    "#                     if your machine have sufficient storage\n",
    "# 's3_open': access datasets in-cloud from an AWS instance\n",
    "# 's3_open_fsspec': use jsons generated with fsspec and \n",
    "#                   kerchunk libraries to speed up in-cloud access\n",
    "# 's3_get': direct download from S3 in-cloud to an AWS instance\n",
    "# 's3_get_ifspace': like s3_get, but only proceeds if your instance \n",
    "#                   has sufficient storage\n",
    "access_mode = 'download_ifspace'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we will be dealing with large datasets spanning the full depth of the ocean and time span of ECCO, let's make use of [dask's cluster](https://mom6-analysiscookbook.readthedocs.io/en/latest/notebooks/setting_up_dask_localcluster.html) capabilities as well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
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       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
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       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:38215\n",
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       "                            <strong>Total threads: </strong> 1\n",
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       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:33409/status\" target=\"_blank\">http://127.0.0.1:33409/status</a>\n",
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       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-_ghajqtc\n",
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       "\n",
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       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:42657/status\" target=\"_blank\">http://127.0.0.1:42657/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 3.82 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39359\n",
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       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-u_eawi3w\n",
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       "\n",
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       "                            <strong>Comm: </strong> tcp://127.0.0.1:36829\n",
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       "                            <strong>Total threads: </strong> 1\n",
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       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:35033/status\" target=\"_blank\">http://127.0.0.1:35033/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 3.82 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34019\n",
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       "\n",
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       "\n",
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       "        \n",
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       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 3</h4>\n",
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       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:39379\n",
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       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
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       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:44403/status\" target=\"_blank\">http://127.0.0.1:44403/status</a>\n",
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       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 3.82 GiB\n",
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       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42287\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ft_mo4_k\n",
       "                        </td>\n",
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       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
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       "        </div>\n",
       "        \n",
       "\n",
       "    </details>\n",
       "</div>\n",
       "\n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            </details>\n",
       "        \n",
       "\n",
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       "<Client: 'tcp://127.0.0.1:46407' processes=4 threads=4, memory=15.27 GiB>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# setting up a dask LocalCluster\n",
    "from dask.distributed import Client\n",
    "from dask.distributed import LocalCluster\n",
    "cluster = LocalCluster()\n",
    "client = Client(cluster)\n",
    "client"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Model Variables\n",
    "\n",
    "Because we're computing transport, we want the files containing 'UVELMASS' and 'VVELMASS' for volumetric transport, and 'ADVx_TH', 'ADVy_TH' and 'DFxE_TH', 'DFyE_TH' for the advective and diffusive components of heat transport, respectively. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Import the ecco_v4_py library into Python\n",
    "## =========================================\n",
    "##    If ecco_v4_py is not installed in your local Python library, \n",
    "##    tell Python where to find it.  The example below adds\n",
    "##    ecco_v4_py to the user's path if it is stored in the folder\n",
    "##    ECCOv4-py under the user's home directory\n",
    "\n",
    "from os.path import join,expanduser,exists,split\n",
    "user_home_dir = expanduser('~')\n",
    "\n",
    "sys.path.append(join(user_home_dir,'ECCOv4-py'))\n",
    "\n",
    "import ecco_v4_py as ecco"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Set top-level file directory for the ECCO NetCDF files\n",
    "## =================================================================\n",
    "\n",
    "## currently set to ~/Downloads/ECCO_V4r4_PODAAC\n",
    "ECCO_dir = join(user_home_dir,'ECCO_V4r4_PODAAC')\n",
    "\n",
    "# # for access_mode = 's3_open_fsspec', need to specify the root directory \n",
    "# # containing the jsons\n",
    "# jsons_root_dir = join('/efs_ecco','mzz-jsons')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Access datasets needed for this tutorial\n",
    "\n",
    "ShortNames_list = [\"ECCO_L4_GEOMETRY_LLC0090GRID_V4R4\",\\\n",
    "                   \"ECCO_L4_OCEAN_3D_TEMPERATURE_FLUX_LLC0090GRID_MONTHLY_V4R4\"]\n",
    "StartDate = '1992-01'\n",
    "EndDate = '2017-12'\n",
    "ds_dict = ea.ecco_podaac_to_xrdataset(ShortNames_list,\\\n",
    "                                            StartDate=StartDate,EndDate=EndDate,\\\n",
    "                                            mode=access_mode,\\\n",
    "                                            download_root_dir=ECCO_dir,\\\n",
    "                                            max_avail_frac=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "## Open the model grid\n",
    "ecco_grid = ds_dict[ShortNames_list[0]].chunk({'k':50,'tile':13,'j':90,'j_g':90,'i':90,'i_g':90})\n",
    "\n",
    "## Create a dataset of monthly advective and diffusive temperature fluxes, 1992-2017\n",
    "ecco_vars = ds_dict[ShortNames_list[1]].chunk({'k':50,'tile':13,'j':90,'j_g':90,'i':90,'i_g':90})\n",
    "\n",
    "## Drop the vertical temperature fluxes as we only need horizontal fluxes to compute MHT\n",
    "ecco_vars = ecco_vars.drop_vars(['ADVr_TH','DFrE_TH','DFrI_TH'])\n",
    "\n",
    "## Merge the ecco_grid with the ecco_vars to make the ecco_ds\n",
    "ecco_ds = xr.merge((ecco_grid , ecco_vars))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Grab latitude band: 26$^\\circ$N array as an example\n",
    "\n",
    "Here we want to grab the transport values which along the band closest represented in the model to 26$^\\circ$N. \n",
    "In a latitude longitude grid this could simply be done by, e.g. `U.sel(lat=26)`. \n",
    "However, the LLC grid is slightly more complicated. \n",
    "Luckily, the functionality enabled by the [xgcm Grid object](https://xgcm.readthedocs.io/en/latest/api.html#grid) makes this relatively easy. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that this subsection can be performed with the with the ecco_v4_py modules [vector_calc](https://github.com/ECCO-GROUP/ECCOv4-py/blob/master/ecco_v4_py/vector_calc.py) and [scalar_calc](https://github.com/ECCO-GROUP/ECCOv4-py/blob/master/ecco_v4_py/scalar_calc.py) as follows:\n",
    "\n",
    "```\n",
    "from ecco_v4_py import vector_calc, scalar_calc\n",
    "grid = ecco_v4_py.get_llc_grid(ds)\n",
    "rapid_maskW, rapid_maskS = vector_calc.get_latitude_masks(lat_val=26,yc=ds.YC,grid=grid)\n",
    "rapid_maskC = scalar_calc.get_latitude_mask(lat_val=26,yc=ds.YC,grid=grid)\n",
    "```\n",
    "\n",
    "One can also use the gcmfaces function [gcmfaces_calc/gcmfaces_lines_zonal.m](https://github.com/ECCO-GROUP/gcmfaces/blob/master/gcmfaces_calc/gcmfaces_lines_zonal.m)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get array of 1's at and north of latitude\n",
    "lat = 26\n",
    "ones = xr.ones_like(ecco_ds.YC)\n",
    "dome_maskC = ones.where(ecco_ds.YC>=lat,0).compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "ecco.plot_proj_to_latlon_grid(ecco_ds.XC,ecco_ds.YC,dome_maskC,\n",
    "                              projection_type='robin',cmap='viridis',user_lon_0=0,show_colorbar=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Again, if this were a lat/lon grid we could simply take a finite difference in the meridional direction. \n",
    "The only grid cells with 1's remaining would be at the southern edge of grid cells at approximately 26$^\\circ$N.\n",
    "\n",
    "However, recall that the LLC grid has a different picture."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "maskC = ecco_ds.maskC.compute()\n",
    "maskS = ecco_ds.maskS.compute()\n",
    "maskW = ecco_ds.maskW.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "ecco.plot_tiles(dome_maskC+maskC.isel(k=0), cmap='viridis');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Recall that for tiles 7-12, the y-dimension actually runs East-West. \n",
    "Therefore, we want to compute a finite difference in the x-dimension on these tiles to get the latitude band at 26$^\\circ$N. \n",
    "For tiles 1-5, we clearly want to difference in the y-dimension. \n",
    "Things get more complicated on tile 6."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we make the [xgcm Grid object](https://xgcm.readthedocs.io/en/latest/api.html#grid) which allows us to compute finite differences in simple one liners. \n",
    "This object understands how each of the tiles on the LLC grid connect, because we provide that information. \n",
    "To see under the hood, checkout the utility function [get_llc_grid](https://github.com/ECCO-GROUP/ECCOv4-py/blob/master/ecco_v4_py/ecco_utils.py) where these connections are defined. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "grid = ecco.get_llc_grid(ecco_ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "lat_maskW = grid.diff(dome_maskC,'X',boundary='fill')\n",
    "lat_maskS = grid.diff(dome_maskC,'Y',boundary='fill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "ecco.plot_tiles(lat_maskW+maskW.isel(k=0), cmap='viridis');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x1035 with 26 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "ecco.plot_tiles(lat_maskS+maskS.isel(k=0), cmap='viridis',show_colorbar=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Select the Atlantic ocean basin for RAPID-MOCHA MHT"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have 26$^\\circ$N we just need to select the Atlantic. \n",
    "This can be done with the [ecco_v4_py.get_basin](https://github.com/ECCO-GROUP/ECCOv4-py/blob/master/ecco_v4_py/get_basin.py) module, specifically `ecco_v4_py.get_basin.get_basin_mask`.\n",
    "Note that this function requires a mask as an input, and then returns the values within a particular ocean basin.\n",
    "Therefore, provide the function with `ds['maskC']` for a mask at tracer points, `ds['maskW']` for west grid cell edges, etc.\n",
    "\n",
    "Note: this mirrors the gcmfaces functionality [ecco_v4/v4_basin.m](https://github.com/ECCO-GROUP/gcmfaces/blob/master/ecco_v4/v4_basin.m). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we just want the Atlantic ocean, but lets look at what options we have ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['pac', 'atl', 'ind', 'arct', 'bering', 'southChina', 'mexico', 'okhotsk', 'hudson', 'med', 'java', 'north', 'japan', 'timor', 'eastChina', 'red', 'gulf', 'baffin', 'gin', 'barents']\n"
     ]
    }
   ],
   "source": [
    "print(ecco.get_available_basin_names())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that, for instance, 'mexico' exists separately from the Atlantic ('atl'). \n",
    "This is to provide as fine granularity as possible (and sensible). \n",
    "To grab the broader Atlantic ocean basin, i.e. the one people usually refer to, use the option 'atlExt'. \n",
    "Similar options exist for the Pacific and Indian ocean basins."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "get_basin_name:  ['atl', 'mexico', 'hudson', 'med', 'north', 'baffin', 'gin'] /srv/conda/envs/notebook/lib/python3.11/site-packages/binary_data\n",
      "get_basin_name:  ['atl', 'mexico', 'hudson', 'med', 'north', 'baffin', 'gin'] /home/jovyan/ECCOv4-py/binary_data\n",
      "load_binary_array: loading file /home/jovyan/ECCOv4-py/binary_data/basins.data\n",
      "load_binary_array: data array shape  (1170, 90)\n",
      "load_binary_array: data array type  >f4\n",
      "llc_compact_to_faces: dims, llc  (1170, 90) 90\n",
      "llc_compact_to_faces: data_compact array type  >f4\n",
      "llc_faces_to_tiles: data_tiles shape  (13, 90, 90)\n",
      "llc_faces_to_tiles: data_tiles dtype  >f4\n",
      "shape after reading \n",
      "(13, 90, 90)\n",
      "get_basin_name:  ['atl', 'mexico', 'hudson', 'med', 'north', 'baffin', 'gin'] /home/jovyan/ECCOv4-py/binary_data\n",
      "load_binary_array: loading file /home/jovyan/ECCOv4-py/binary_data/basins.data\n",
      "load_binary_array: data array shape  (1170, 90)\n",
      "load_binary_array: data array type  >f4\n",
      "llc_compact_to_faces: dims, llc  (1170, 90) 90\n",
      "llc_compact_to_faces: data_compact array type  >f4\n",
      "llc_faces_to_tiles: data_tiles shape  (13, 90, 90)\n",
      "llc_faces_to_tiles: data_tiles dtype  >f4\n",
      "shape after reading \n",
      "(13, 90, 90)\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    atl_maskW = ecco.get_basin_mask(basin_name='atlExt',mask=maskW.isel(k=0))\n",
    "    atl_maskS = ecco.get_basin_mask(basin_name='atlExt',mask=maskS.isel(k=0))\n",
    "except:\n",
    "    # depending on how ecco_v4_py is downloaded/installed, \n",
    "    # the basin mask file may not be in the location expected by ecco_v4_py.\n",
    "    # This will download the file from the ECCOv4-py GitHub online.\n",
    "    basin_path = join(user_home_dir,'ECCOv4-py','binary_data')\n",
    "    if exists(join(basin_path,'basins.data')) == False:\n",
    "        import requests\n",
    "        url_basin_mask = \"https://github.com/ECCO-GROUP/ECCOv4-py/raw/master/binary_data/basins.data\"\n",
    "        source_file = requests.get(url_basin_mask, allow_redirects=True)\n",
    "        if exists(basin_path) == False:\n",
    "            os.makedirs(basin_path)\n",
    "        target_file = open(join(basin_path,'basins.data'),'wb')\n",
    "        target_file.write(source_file.content)\n",
    "    atl_maskW = ecco.get_basin_mask(basin_name='atlExt',mask=maskW.isel(k=0),\\\n",
    "                                    basin_path=basin_path)\n",
    "    atl_maskS = ecco.get_basin_mask(basin_name='atlExt',mask=maskS.isel(k=0),\\\n",
    "                                    basin_path=basin_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that we pass the routine a 2D mask by selecting the first depth level. This is simply to make things run faster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "ecco.plot_proj_to_latlon_grid(ecco_ds.XC,ecco_ds.YC,atl_maskW,\n",
    "                              projection_type='robin',cmap='viridis',user_lon_0=-30,show_colorbar=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MHT at the approximate RAPID array latitude\n",
    "\n",
    "This can be done with the [ecco_v4_py.calc_meridional_trsp](https://github.com/ECCO-GROUP/ECCOv4-py/blob/master/ecco_v4_py/calc_meridional_trsp.py) module for heat, salt, and volume transport as follows:\n",
    "\n",
    "```\n",
    "mvt = ecco_v4_py.calc_meridional_vol_trsp(ecco_ds,lat_vals=26,basin_name='atlExt')\n",
    "mht = ecco_v4_py.calc_meridional_heat_trsp(ecco_ds,lat_vals=26,basin_name='atlExt')\n",
    "mst = ecco_v4_py.calc_meridional_salt_trsp(ecco_ds,lat_vals=26,basin_name='atlExt')\n",
    "```\n",
    "\n",
    "Additionally, one could compute the overturning streamfunction at this latitude band with `ecco_v4_py.calc_meridional_stf`. \n",
    "The inputs are the same as the functions above, see the module [ecco_v4_py.calc_stf](https://github.com/ECCO-GROUP/ECCOv4-py/blob/master/ecco_v4_py/calc_stf.py).\n",
    "\n",
    "In MATLAB, one can use the functions: \n",
    "\n",
    "* compute meridional transports: [gcmfaces_calc/calc_MeridionalTransport.m](https://github.com/ECCO-GROUP/gcmfaces/blob/master/gcmfaces_calc/calc_MeridionalTransport.m)\n",
    "\n",
    "* compute the overturning streamfunction: [gcmfaces_calc/calc_overturn.m](https://github.com/ECCO-GROUP/gcmfaces/blob/master/gcmfaces_calc/calc_overturn.m)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A note about computational performance\n",
    "\n",
    "When we originally open the dataset with all of the variables, we don't actually load anything into memory. In fact, nothing actually happens until \"the last minute\". \n",
    "For example, the data are only loaded once we do any computation like compute a mean value, plot something, or explicitly provide a `load` command for either the entire dataset or an individual DataArray within the dataset. \n",
    "This 'lazy execution' is enabled by the data structure underlying the xarray Datasets and DataArrays, the [dask array](https://docs.dask.org/en/latest/array.html). \n",
    "\n",
    "In short, the when the data are opened, dask builds an execution task graph which it saves up to execute at the last minute. \n",
    "Dask also allows for parallelism, and by default runs in parallel across [threads for a single core architecture](https://docs.dask.org/en/latest/scheduling.html#local-threads). \n",
    "For now, this is what we will show. \n",
    "\n",
    "Some quick tips are: \n",
    "\n",
    "* Don't load the full 26 years of ECCOv4r4 output (e.g., the ``ecco_ds`` dataset in this notebook) unless you're on a machine with plenty of memory.\n",
    "\n",
    "* If you're in this situation where you can't load all months into memory, it's a good idea to load \n",
    "  a final result before plotting, in case you need to plot it many times in a row, see below...\n",
    "\n",
    "\n",
    "To illustrate the memory savings from dask, let's see the footprint of loading a *single* year of ``ecco_ds`` into memory:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Memory footprint: 1135.168571472168 MB\n",
      "CPU times: user 1.49 s, sys: 756 ms, total: 2.24 s\n",
      "Wall time: 12.2 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "from pympler import asizeof\n",
    "# function to quantify memory footprint of a dataset\n",
    "def memory_footprint(ds):\n",
    "    s = 0\n",
    "    for i in list(ds.keys()):\n",
    "        s += asizeof.asizeof(ds[i].compute())\n",
    "    return s\n",
    "\n",
    "\n",
    "# Create a deep copy of one year (2000) of ecco_ds\n",
    "ecco_ds_2000 = (ecco_ds.isel(time=np.logical_and(ecco_ds.time.values >= np.datetime64('2000-01-01','ns'),\\\n",
    "                                                ecco_ds.time.values < np.datetime64('2001-01-01','ns')))\\\n",
    "               ).copy(deep=True)\n",
    "\n",
    "# quantify in-memory footprint \n",
    "memory_footp = memory_footprint(ecco_ds_2000)\n",
    "\n",
    "print('Memory footprint: ' + str(memory_footp/(2**20)) + ' MB')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The memory footprint of one year of ``ecco_ds`` is >1 GB. If we loaded all 26 years into memory this could be a problem on a personal laptop. But with dask, we can delay loading these fields into memory, and when we do the computations they are handled in chunks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Memory footprint: 517.7715225219727 MB\n",
      "CPU times: user 3.34 s, sys: 302 ms, total: 3.64 s\n",
      "Wall time: 3.63 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "# Compute MHT in Atlantic basin\n",
    "trsp_x = ((ecco_ds['ADVx_TH'] + ecco_ds['DFxE_TH']) *  atl_maskW).sum('k')\n",
    "trsp_y = ((ecco_ds['ADVy_TH'] + ecco_ds['DFyE_TH']) *  atl_maskS).sum('k')\n",
    "\n",
    "## Quantify memory footprint of fields involved\n",
    "def sum_memory_footprint(da_list):\n",
    "    memory_footp = 0\n",
    "    for da in da_to_sum_memory:\n",
    "        memory_footp += asizeof.asizeof(eval(da))\n",
    "    return memory_footp\n",
    "\n",
    "da_to_sum_memory = [\"ecco_ds['ADVx_TH']\",\"ecco_ds['DFxE_TH']\",\"atl_maskW\",\"trsp_x\",\\\n",
    "                    \"ecco_ds['ADVy_TH']\",\"ecco_ds['DFyE_TH']\",\"atl_maskS\",\"trsp_y\"]\n",
    "memory_footp = sum_memory_footprint(da_to_sum_memory)\n",
    "\n",
    "print('Memory footprint: ' + str(memory_footp/(2**20)) + ' MB')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Memory footprint: 338.3598327636719 MB\n",
      "CPU times: user 2.16 s, sys: 230 ms, total: 2.39 s\n",
      "Wall time: 2.36 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "# Apply latitude mask\n",
    "trsp_x = trsp_x * lat_maskW\n",
    "trsp_y = trsp_y * lat_maskS\n",
    "\n",
    "# Sum horizontally\n",
    "trsp_x = trsp_x.sum(dim=['i_g','j','tile'])\n",
    "trsp_y = trsp_y.sum(dim=['i','j_g','tile'])\n",
    "\n",
    "# Add together to get transport\n",
    "trsp = trsp_x + trsp_y\n",
    "\n",
    "# Convert to PW\n",
    "mht = trsp * (1.e-15 * 1000 * 4000)\n",
    "mht.attrs['units']='PW'\n",
    "\n",
    "\n",
    "## Quantify memory footprint of fields involved\n",
    "da_to_sum_memory = [\"trsp_x\",\"lat_maskW\",\"trsp_y\",\"lat_maskS\",\"trsp\",\"mht\"]\n",
    "memory_footp = sum_memory_footprint(da_to_sum_memory)\n",
    "\n",
    "print('Memory footprint: ' + str(memory_footp/(2**20)) + ' MB')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Now that we have computed MHT, lets load the result for iterative plotting\n",
    "\n",
    "For some reason when dask arrays are plotted, they are computed on the spot but don't stay in memory.\n",
    "This takes a bit to get the hang of, but keep in mind that this allows us to scale the same code on distributed architecture, so we could use these same routines for high resolution output. This seems worthwhile!\n",
    "\n",
    "Note that we probably don't need this load statement if we have already loaded the underlying datasets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 50.5 s, sys: 7.53 s, total: 58 s\n",
      "Wall time: 9min 23s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Load mht DataArray into memory.\n",
    "# The script below is a more complex version of mht = mht.compute(), \n",
    "# but it works more consistently in memory-limited environments\n",
    "mht_inmemory = np.empty(mht.shape)\n",
    "for t in range(mht.sizes['time']):\n",
    "    mht_inmemory[t] = mht[t].compute()\n",
    "mht_da = xr.DataArray(data=mht_inmemory,dims=mht.dims,coords=mht.coords,attrs=mht.attrs)\n",
    "del mht\n",
    "mht = mht_da"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 173 ms, sys: 13.3 ms, total: 186 ms\n",
      "Wall time: 169 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(mht['time'],mht,'r')\n",
    "plt.grid()\n",
    "plt.title('Monthly Meridional Heat Transport at 26N')\n",
    "plt.ylabel(f'[{mht.attrs[\"units\"]}]')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Now compare global and Atlantic MHT at many latitudes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 312)&gt; Size: 2kB\n",
       "array([0.62334746, 0.80589411, 1.04600461, 0.94122674, 0.90720813,\n",
       "       0.80292317, 1.0488881 , 1.211121  , 1.15382551, 0.90893692,\n",
       "       1.44971909, 1.02674969, 1.12807911, 0.73802931, 0.83042615,\n",
       "       0.85161099, 0.80667569, 0.82807073, 0.92744497, 0.97638034,\n",
       "       1.05139303, 0.75934727, 1.36689865, 1.07707478, 1.40224997,\n",
       "       1.00816617, 0.99943306, 0.96495009, 0.82479508, 0.78128435,\n",
       "       1.05446313, 1.06591878, 0.90124748, 0.77375916, 1.07170695,\n",
       "       0.95836544, 1.02515503, 0.81284626, 0.72586811, 0.67142316,\n",
       "       0.5820906 , 0.66141199, 0.9382528 , 0.94098504, 0.82740239,\n",
       "       0.94309232, 0.93982565, 0.63365516, 0.7962627 , 0.78199906,\n",
       "       0.59654641, 0.73988101, 0.73155197, 0.86845564, 1.01992155,\n",
       "       1.05562354, 0.8971817 , 0.77888028, 1.13842791, 0.6051433 ,\n",
       "       0.69298914, 1.1883513 , 0.80078545, 0.4866397 , 0.66300679,\n",
       "       0.54972587, 0.85218995, 0.874945  , 0.76988568, 0.66923101,\n",
       "       0.90993869, 0.64036485, 0.97607703, 0.34217713, 0.93760614,\n",
       "       0.79087747, 0.57711653, 0.68861999, 1.06454401, 1.18294696,\n",
       "       0.86147057, 0.96079199, 1.00166426, 1.27482262, 1.1541138 ,\n",
       "       0.78456649, 0.65456561, 0.68231101, 0.56033296, 0.82880318,\n",
       "       0.87628208, 0.92605802, 0.92296105, 1.01064977, 1.06934463,\n",
       "       0.86133597, 0.88730193, 0.90410428, 0.57923081, 0.72182206,\n",
       "...\n",
       "       0.46761163, 0.36275844, 0.08466888, 0.28339223, 0.50880637,\n",
       "       0.70170707, 0.9730668 , 1.03992566, 0.91965565, 1.10777821,\n",
       "       0.97123405, 0.64935843, 0.16917321, 0.65066321, 0.80998092,\n",
       "       0.7061887 , 0.89771864, 0.59762354, 0.70094349, 0.96033755,\n",
       "       0.92052749, 0.90165742, 1.0177366 , 0.90706611, 1.22864268,\n",
       "       0.87870624, 0.77473163, 0.94509074, 0.65740948, 0.57038699,\n",
       "       0.48089773, 0.94304844, 0.86842176, 0.61943532, 0.62843399,\n",
       "       0.84385346, 0.93570686, 0.73939602, 0.69129776, 0.09529923,\n",
       "       0.64611389, 0.7745165 , 0.93955469, 0.88589726, 1.03218635,\n",
       "       0.78964431, 0.73128252, 0.91007758, 1.03144186, 1.07448102,\n",
       "       0.9411615 , 0.72365324, 0.56716582, 0.72720107, 0.69900984,\n",
       "       0.73430012, 0.76954193, 0.64122061, 0.63719108, 0.95265634,\n",
       "       0.86030805, 1.01866351, 0.8128125 , 0.921338  , 0.63231767,\n",
       "       0.7516123 , 0.73238916, 0.85881188, 0.85381196, 0.72003521,\n",
       "       0.73323922, 1.01775801, 1.00338291, 0.56101913, 0.95687684,\n",
       "       0.6906106 , 0.53181503, 0.65913571, 0.69513319, 1.01599762,\n",
       "       0.91846464, 1.01359296, 0.84206591, 0.94374317, 0.95176903,\n",
       "       0.74324589, 0.73401651, 0.94528062, 0.59728757, 0.61301111,\n",
       "       0.82555021, 1.08339009, 0.98624291, 0.8755259 , 0.8440195 ,\n",
       "       0.81200697, 0.90053641])\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2kB 1992-01-16T18:00:00 ... 2017-12-16T06:...\n",
       "Attributes:\n",
       "    units:    PW</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 312</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-64d72383-a419-4def-a4bb-090a2b305890' class='xr-array-in' type='checkbox' checked><label for='section-64d72383-a419-4def-a4bb-090a2b305890' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.6233 0.8059 1.046 0.9412 0.9072 ... 0.9862 0.8755 0.844 0.812 0.9005</span></div><div class='xr-array-data'><pre>array([0.62334746, 0.80589411, 1.04600461, 0.94122674, 0.90720813,\n",
       "       0.80292317, 1.0488881 , 1.211121  , 1.15382551, 0.90893692,\n",
       "       1.44971909, 1.02674969, 1.12807911, 0.73802931, 0.83042615,\n",
       "       0.85161099, 0.80667569, 0.82807073, 0.92744497, 0.97638034,\n",
       "       1.05139303, 0.75934727, 1.36689865, 1.07707478, 1.40224997,\n",
       "       1.00816617, 0.99943306, 0.96495009, 0.82479508, 0.78128435,\n",
       "       1.05446313, 1.06591878, 0.90124748, 0.77375916, 1.07170695,\n",
       "       0.95836544, 1.02515503, 0.81284626, 0.72586811, 0.67142316,\n",
       "       0.5820906 , 0.66141199, 0.9382528 , 0.94098504, 0.82740239,\n",
       "       0.94309232, 0.93982565, 0.63365516, 0.7962627 , 0.78199906,\n",
       "       0.59654641, 0.73988101, 0.73155197, 0.86845564, 1.01992155,\n",
       "       1.05562354, 0.8971817 , 0.77888028, 1.13842791, 0.6051433 ,\n",
       "       0.69298914, 1.1883513 , 0.80078545, 0.4866397 , 0.66300679,\n",
       "       0.54972587, 0.85218995, 0.874945  , 0.76988568, 0.66923101,\n",
       "       0.90993869, 0.64036485, 0.97607703, 0.34217713, 0.93760614,\n",
       "       0.79087747, 0.57711653, 0.68861999, 1.06454401, 1.18294696,\n",
       "       0.86147057, 0.96079199, 1.00166426, 1.27482262, 1.1541138 ,\n",
       "       0.78456649, 0.65456561, 0.68231101, 0.56033296, 0.82880318,\n",
       "       0.87628208, 0.92605802, 0.92296105, 1.01064977, 1.06934463,\n",
       "       0.86133597, 0.88730193, 0.90410428, 0.57923081, 0.72182206,\n",
       "...\n",
       "       0.46761163, 0.36275844, 0.08466888, 0.28339223, 0.50880637,\n",
       "       0.70170707, 0.9730668 , 1.03992566, 0.91965565, 1.10777821,\n",
       "       0.97123405, 0.64935843, 0.16917321, 0.65066321, 0.80998092,\n",
       "       0.7061887 , 0.89771864, 0.59762354, 0.70094349, 0.96033755,\n",
       "       0.92052749, 0.90165742, 1.0177366 , 0.90706611, 1.22864268,\n",
       "       0.87870624, 0.77473163, 0.94509074, 0.65740948, 0.57038699,\n",
       "       0.48089773, 0.94304844, 0.86842176, 0.61943532, 0.62843399,\n",
       "       0.84385346, 0.93570686, 0.73939602, 0.69129776, 0.09529923,\n",
       "       0.64611389, 0.7745165 , 0.93955469, 0.88589726, 1.03218635,\n",
       "       0.78964431, 0.73128252, 0.91007758, 1.03144186, 1.07448102,\n",
       "       0.9411615 , 0.72365324, 0.56716582, 0.72720107, 0.69900984,\n",
       "       0.73430012, 0.76954193, 0.64122061, 0.63719108, 0.95265634,\n",
       "       0.86030805, 1.01866351, 0.8128125 , 0.921338  , 0.63231767,\n",
       "       0.7516123 , 0.73238916, 0.85881188, 0.85381196, 0.72003521,\n",
       "       0.73323922, 1.01775801, 1.00338291, 0.56101913, 0.95687684,\n",
       "       0.6906106 , 0.53181503, 0.65913571, 0.69513319, 1.01599762,\n",
       "       0.91846464, 1.01359296, 0.84206591, 0.94374317, 0.95176903,\n",
       "       0.74324589, 0.73401651, 0.94528062, 0.59728757, 0.61301111,\n",
       "       0.82555021, 1.08339009, 0.98624291, 0.8755259 , 0.8440195 ,\n",
       "       0.81200697, 0.90053641])</pre></div></div></li><li class='xr-section-item'><input id='section-cfc9f77d-65a6-4ac9-becf-d828906f84ff' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cfc9f77d-65a6-4ac9-becf-d828906f84ff' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1992-01-16T18:00:00 ... 2017-12-...</div><input id='attrs-71e36110-b422-426f-a1e3-bc413b364f68' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-71e36110-b422-426f-a1e3-bc413b364f68' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c35067d-fc50-48eb-b575-a158c379f36b' class='xr-var-data-in' type='checkbox'><label for='data-9c35067d-fc50-48eb-b575-a158c379f36b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>coverage_content_type :</span></dt><dd>coordinate</dd><dt><span>long_name :</span></dt><dd>center time of averaging period</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1992-01-16T18:00:00.000000000&#x27;, &#x27;1992-02-15T12:00:00.000000000&#x27;,\n",
       "       &#x27;1992-03-16T12:00:00.000000000&#x27;, ..., &#x27;2017-10-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2017-11-16T00:00:00.000000000&#x27;, &#x27;2017-12-16T06:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-db5bba07-c518-47d1-8132-68dd9e003bcb' class='xr-section-summary-in' type='checkbox'  ><label for='section-db5bba07-c518-47d1-8132-68dd9e003bcb' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0fc46c3e-96dc-4dfb-842f-d2c1826fe0c6' class='xr-index-data-in' type='checkbox'/><label for='index-0fc46c3e-96dc-4dfb-842f-d2c1826fe0c6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;1992-01-16 18:00:00&#x27;, &#x27;1992-02-15 12:00:00&#x27;,\n",
       "               &#x27;1992-03-16 12:00:00&#x27;, &#x27;1992-04-16 00:00:00&#x27;,\n",
       "               &#x27;1992-05-16 12:00:00&#x27;, &#x27;1992-06-16 00:00:00&#x27;,\n",
       "               &#x27;1992-07-16 12:00:00&#x27;, &#x27;1992-08-16 12:00:00&#x27;,\n",
       "               &#x27;1992-09-16 00:00:00&#x27;, &#x27;1992-10-16 12:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2017-03-16 12:00:00&#x27;, &#x27;2017-04-16 00:00:00&#x27;,\n",
       "               &#x27;2017-05-16 12:00:00&#x27;, &#x27;2017-06-16 00:00:00&#x27;,\n",
       "               &#x27;2017-07-16 12:00:00&#x27;, &#x27;2017-08-16 12:00:00&#x27;,\n",
       "               &#x27;2017-09-16 00:00:00&#x27;, &#x27;2017-10-16 12:00:00&#x27;,\n",
       "               &#x27;2017-11-16 00:00:00&#x27;, &#x27;2017-12-16 06:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=312, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6213e4d7-deb0-4e27-8a73-82d20b3ab32b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6213e4d7-deb0-4e27-8a73-82d20b3ab32b' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PW</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (time: 312)> Size: 2kB\n",
       "array([0.62334746, 0.80589411, 1.04600461, 0.94122674, 0.90720813,\n",
       "       0.80292317, 1.0488881 , 1.211121  , 1.15382551, 0.90893692,\n",
       "       1.44971909, 1.02674969, 1.12807911, 0.73802931, 0.83042615,\n",
       "       0.85161099, 0.80667569, 0.82807073, 0.92744497, 0.97638034,\n",
       "       1.05139303, 0.75934727, 1.36689865, 1.07707478, 1.40224997,\n",
       "       1.00816617, 0.99943306, 0.96495009, 0.82479508, 0.78128435,\n",
       "       1.05446313, 1.06591878, 0.90124748, 0.77375916, 1.07170695,\n",
       "       0.95836544, 1.02515503, 0.81284626, 0.72586811, 0.67142316,\n",
       "       0.5820906 , 0.66141199, 0.9382528 , 0.94098504, 0.82740239,\n",
       "       0.94309232, 0.93982565, 0.63365516, 0.7962627 , 0.78199906,\n",
       "       0.59654641, 0.73988101, 0.73155197, 0.86845564, 1.01992155,\n",
       "       1.05562354, 0.8971817 , 0.77888028, 1.13842791, 0.6051433 ,\n",
       "       0.69298914, 1.1883513 , 0.80078545, 0.4866397 , 0.66300679,\n",
       "       0.54972587, 0.85218995, 0.874945  , 0.76988568, 0.66923101,\n",
       "       0.90993869, 0.64036485, 0.97607703, 0.34217713, 0.93760614,\n",
       "       0.79087747, 0.57711653, 0.68861999, 1.06454401, 1.18294696,\n",
       "       0.86147057, 0.96079199, 1.00166426, 1.27482262, 1.1541138 ,\n",
       "       0.78456649, 0.65456561, 0.68231101, 0.56033296, 0.82880318,\n",
       "       0.87628208, 0.92605802, 0.92296105, 1.01064977, 1.06934463,\n",
       "       0.86133597, 0.88730193, 0.90410428, 0.57923081, 0.72182206,\n",
       "...\n",
       "       0.46761163, 0.36275844, 0.08466888, 0.28339223, 0.50880637,\n",
       "       0.70170707, 0.9730668 , 1.03992566, 0.91965565, 1.10777821,\n",
       "       0.97123405, 0.64935843, 0.16917321, 0.65066321, 0.80998092,\n",
       "       0.7061887 , 0.89771864, 0.59762354, 0.70094349, 0.96033755,\n",
       "       0.92052749, 0.90165742, 1.0177366 , 0.90706611, 1.22864268,\n",
       "       0.87870624, 0.77473163, 0.94509074, 0.65740948, 0.57038699,\n",
       "       0.48089773, 0.94304844, 0.86842176, 0.61943532, 0.62843399,\n",
       "       0.84385346, 0.93570686, 0.73939602, 0.69129776, 0.09529923,\n",
       "       0.64611389, 0.7745165 , 0.93955469, 0.88589726, 1.03218635,\n",
       "       0.78964431, 0.73128252, 0.91007758, 1.03144186, 1.07448102,\n",
       "       0.9411615 , 0.72365324, 0.56716582, 0.72720107, 0.69900984,\n",
       "       0.73430012, 0.76954193, 0.64122061, 0.63719108, 0.95265634,\n",
       "       0.86030805, 1.01866351, 0.8128125 , 0.921338  , 0.63231767,\n",
       "       0.7516123 , 0.73238916, 0.85881188, 0.85381196, 0.72003521,\n",
       "       0.73323922, 1.01775801, 1.00338291, 0.56101913, 0.95687684,\n",
       "       0.6906106 , 0.53181503, 0.65913571, 0.69513319, 1.01599762,\n",
       "       0.91846464, 1.01359296, 0.84206591, 0.94374317, 0.95176903,\n",
       "       0.74324589, 0.73401651, 0.94528062, 0.59728757, 0.61301111,\n",
       "       0.82555021, 1.08339009, 0.98624291, 0.8755259 , 0.8440195 ,\n",
       "       0.81200697, 0.90053641])\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2kB 1992-01-16T18:00:00 ... 2017-12-16T06:...\n",
       "Attributes:\n",
       "    units:    PW"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mht"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we will compute MHT along a number of latitudes, integrated both globally and in the Atlantic basin only, and plot the result."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computed MHT up through -60 deg lat\n",
      "Computed MHT up through -50 deg lat\n",
      "Computed MHT up through -40 deg lat\n",
      "Computed MHT up through -30 deg lat\n",
      "Computed MHT up through -20 deg lat\n",
      "Computed MHT up through -10 deg lat\n",
      "Computed MHT up through 0 deg lat\n",
      "Computed MHT up through 10 deg lat\n",
      "Computed MHT up through 20 deg lat\n",
      "Computed MHT up through 30 deg lat\n",
      "Computed MHT up through 40 deg lat\n",
      "Computed MHT up through 50 deg lat\n",
      "CPU times: user 23.2 s, sys: 6.7 s, total: 29.9 s\n",
      "Wall time: 1min 47s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "global_lats = np.arange(-60,60,1)\n",
    "atl_lats = np.arange(-35,60,1)\n",
    "\n",
    "## The ecco_v4_py function below does the work of computing MHT at a number of latitudes in a single line.\n",
    "## However, for large datasets (e.g. 26 years of full-depth global output) it is very slow on a laptop.\n",
    "\n",
    "# curr_mht = ecco.calc_meridional_heat_trsp(ecco_ds,lat_vals=global_lats)\n",
    "# curr_mht = curr_mht.mean('time')\n",
    "\n",
    "## This code runs faster for some reason, perhaps due to the way the latitude masking is done.\n",
    "\n",
    "ecco_YC = ecco_ds.YC.compute()\n",
    "trsp_tmean_x = (ecco_ds['ADVx_TH'] + ecco_ds['DFxE_TH']).mean('time')\n",
    "trsp_tmean_y = (ecco_ds['ADVy_TH'] + ecco_ds['DFyE_TH']).mean('time')\n",
    "trsp_x = trsp_tmean_x.where(ecco_ds.maskW).compute()\n",
    "trsp_y = trsp_tmean_y.where(ecco_ds.maskS).compute()\n",
    "\n",
    "global_trsp_z = np.empty((ecco_ds.dims['k'],len(global_lats)))\n",
    "atl_trsp_z = np.empty((ecco_ds.dims['k'],len(atl_lats)))\n",
    "atl_count = 0\n",
    "for count,lat in enumerate(global_lats):\n",
    "    dome_maskC = (ecco_YC >= lat).astype('float')\n",
    "    lat_maskW = grid.diff(dome_maskC,'X',boundary='fill')\n",
    "    lat_maskS = grid.diff(dome_maskC,'Y',boundary='fill')\n",
    "    trsp_x_atlat = (trsp_x * lat_maskW).sum(dim=['tile','j','i_g'])\n",
    "    trsp_y_atlat = (trsp_y * lat_maskS).sum(dim=['tile','j_g','i'])    \n",
    "    global_trsp_z[:,count] = (trsp_x_atlat + trsp_y_atlat).values\n",
    "    \n",
    "    if lat in atl_lats:\n",
    "        trsp_x_atlat_Atl = (trsp_x * lat_maskW * atl_maskW).sum(dim=['tile','j','i_g'])\n",
    "        trsp_y_atlat_Atl = (trsp_y * lat_maskS * atl_maskS).sum(dim=['tile','j_g','i'])\n",
    "        atl_trsp_z[:,atl_count] = (trsp_x_atlat_Atl + trsp_y_atlat_Atl).values\n",
    "        atl_count += 1\n",
    "    \n",
    "    if count % 10 == 0:\n",
    "        print('Computed MHT up through ' + str(lat) + ' deg lat')\n",
    "\n",
    "        \n",
    "# convert temperature flux to heat transport\n",
    "global_trsp_z = global_trsp_z*(1.e-15 * 1000 * 4000)\n",
    "atl_trsp_z = atl_trsp_z*(1.e-15 * 1000 * 4000)\n",
    "\n",
    "# create DataArrays from Numpy arrays generated in the above loop\n",
    "global_heat_trsp_z = xr.DataArray(global_trsp_z,\\\n",
    "                                  dims=['k','lat'],\\\n",
    "                                  coords={'Z':(['k'],ecco_ds.Z.data),'lat':global_lats},\\\n",
    "                                 )\n",
    "global_heat_trsp_z['Z'] = ecco_ds['Z']    # include attributes of Z from ecco_ds\n",
    "global_heat_trsp_z.attrs['units']='PW'\n",
    "atl_heat_trsp_z = xr.DataArray(atl_trsp_z,\\\n",
    "                                  dims=['k','lat'],\\\n",
    "                                  coords={'Z':(['k'],ecco_ds.Z.data),'lat':atl_lats},\\\n",
    "                              )\n",
    "atl_heat_trsp_z['Z'] = ecco_ds['Z']\n",
    "atl_heat_trsp_z.attrs['units']='PW'\n",
    "global_heat_trsp = global_heat_trsp_z.sum('k')\n",
    "global_heat_trsp.attrs['units']='PW'\n",
    "atl_heat_trsp = atl_heat_trsp_z.sum('k')\n",
    "atl_heat_trsp.attrs['units']='PW'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create dataset containing global and Atlantic MHT, and save as NetCDF file\n",
    "mht = global_heat_trsp_z.to_dataset(name='global_heat_trsp_z')\n",
    "atl = atl_heat_trsp_z.to_dataset(name='atl_heat_trsp_z')\n",
    "mht['global_heat_trsp'] = global_heat_trsp\n",
    "atl['atl_heat_trsp'] = atl_heat_trsp\n",
    "\n",
    "# pick a temp directory for yourself to save file\n",
    "nc_save_dir = join(user_home_dir,'Downloads')\n",
    "\n",
    "if not os.path.isdir(nc_save_dir):\n",
    "    os.makedirs(nc_save_dir)\n",
    "    \n",
    "nc_file = f'{nc_save_dir}/ecco_mht.nc'\n",
    "\n",
    "ds_mht = xr.merge((mht,atl))\n",
    "ds_mht.to_netcdf(nc_file)            # save dataset as NetCDF file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(mht['lat'], mht['global_heat_trsp'])\n",
    "plt.grid();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(atl['lat'], atl['atl_heat_trsp'])\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(mht['lat'], mht['global_heat_trsp'])\n",
    "plt.plot(atl['lat'], atl['atl_heat_trsp'])\n",
    "plt.legend(('Global','Atlantic'))\n",
    "plt.grid(linestyle='--')\n",
    "plt.title(f'Meridional Heat Transport [{mht[\"global_heat_trsp\"].attrs[\"units\"]}]')\n",
    "plt.ylabel(f'[{mht[\"global_heat_trsp\"].attrs[\"units\"]}]')\n",
    "plt.xlabel('Latitude')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MHT as a function of depth\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def lat_depth_plot(mht,field,label):\n",
    "    fig = plt.figure(figsize=(12,6))\n",
    "    \n",
    "    # Set up depth coordinate\n",
    "    depth = -mht['Z']\n",
    "    stretch_depth = 1000\n",
    "    \n",
    "    # Set up colormap and colorbar\n",
    "    cmap = 'RdBu_r'\n",
    "    fld = mht[field]\n",
    "    abs_max = np.max(np.abs([fld.min(),fld.max()]))\n",
    "    cmin = -abs_max*.1\n",
    "    cmax = -cmin\n",
    "    \n",
    "    # First the \"stretched\" top plot\n",
    "    ax1 = plt.subplot(2,1,1)\n",
    "    p1 = ax1.pcolormesh(mht['lat'],depth,fld,cmap=cmap,vmin=cmin,vmax=cmax)\n",
    "    plt.grid()\n",
    "\n",
    "    # Handle y-axis\n",
    "    ax1.invert_yaxis()\n",
    "    plt.ylim([stretch_depth, 0])\n",
    "    ax1.yaxis.axes.set_yticks(np.arange(stretch_depth,0,-100))\n",
    "    plt.ylabel(f'Depth [{mht[\"Z\"].attrs[\"units\"]}]')\n",
    "\n",
    "    # Remove top plot xtick label\n",
    "    ax1.xaxis.axes.set_xticklabels([])\n",
    "\n",
    "    # Now the rest ...\n",
    "    ax2 = plt.subplot(2,1,2)\n",
    "    p2 = ax2.pcolormesh(mht['lat'],depth, fld, cmap=cmap,vmin=cmin,vmax=cmax)\n",
    "    plt.grid()\n",
    "\n",
    "    # Handle y-axis\n",
    "    ax2.invert_yaxis()\n",
    "    plt.ylim([4000, 1000])\n",
    "    #yticks = np.flip(np.arange(6000,stretch_depth,-1000))\n",
    "    #ax2.yaxis.axes.set_yticks(yticks)\n",
    "    plt.ylabel(f'Depth [{mht[\"Z\"].attrs[\"units\"]}]')\n",
    "               \n",
    "    # Label  axis\n",
    "    plt.xlabel('Latitude')\n",
    "\n",
    "    # Reduce space between subplots\n",
    "    fig.subplots_adjust(hspace=0.0)\n",
    "\n",
    "    # Make a single title\n",
    "    fig.suptitle(f'{label} time mean meridional heat transport',verticalalignment='top',fontsize=24)\n",
    "\n",
    "    # Make an overyling colorbar\n",
    "    fig.subplots_adjust(right=0.83)\n",
    "    cbar_ax = fig.add_axes([0.87, 0.1, 0.025, 0.8])\n",
    "    fig.colorbar(p2,cax=cbar_ax)\n",
    "    cbar_ax.set_ylabel(f'[{mht[field].attrs[\"units\"]}]')\n",
    "                       \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-10-17 21:13:45,582 - distributed.client - WARNING - Couldn't gather 1 keys, rescheduling (('neg-86dcf2529d5c1248c34d8e9cb3e72522', 0),)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lat_depth_plot(mht,'global_heat_trsp_z','Global')\n",
    "lat_depth_plot(atl,'atl_heat_trsp_z','Atlantic')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise: reproduce figure from (Ganachaud and Wunsch, 2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('../figures/ganachaud_mht.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: to reproduce this figure, you may need to pair latitude masks with those defined through the `get_section_masks` module. An example of this functionality is shown in the next tutorial. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "Ganachaud, A., & Wunsch, C. (2000). Improved estimates of global ocean circulation, heat transport and mixing from hydrographic data. Nature, 408(6811), 453-7. doi:http://dx.doi.org.ezproxy.lib.utexas.edu/10.1038/35044048"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}