{ "cells": [ { "cell_type": "markdown", "id": "70bfb6cb-9cd6-4310-b4e6-5cd5d140a292", "metadata": { "tags": [] }, "source": [ "# Create a contour\n", "\n", "This notebook calculates a bathymetry contour but should be applicable to an arbitrary variable, such as sea surface height. There are two different approaches presented in this notebook to select a contour:\n", "- Approach 1: Extracting the coordinates using `matplotlib`'s `Path` class\n", " - assumes the contour you want to select is continuous\n", " - gives you the cells closest to the selected contour, can be deeper or shallower\n", "- Approach 2: Custom method for selecting and tracing a specific contour\n", " - no cells deeper than selected contour value (unless manually added which might be necessary)\n", "\n", "We then create some masks to indicate which direction is across the contour at each position along the contour. This step is useful in case you want to calculate cross-contour transport (the mask will work for both a B-grid and a C-grid). Both approaches ensure that the contour is (i) continuous and (ii) there all points are connected adjacently (not just diagonally) which is required for correct transport calculations.\n", "\n", "This notebook goes through selecting the 1000 m isobath around Antarctica which we often use to separate the Antarctic continental shelf from the offshore Southern Ocean. We use the OM2-01 grid for approach 1 and the OM3-25km grid for approach 2.\n", "\n", "Known locations of the Antarctic 1000 m bathymetry contour for commonly used models:\n", "- OM2-01: '/g/data/ik11/Antarctic_slope_contour_1000m.npz'\n", "- PanAnt-01: '/g/data/ik11/Antarctic_slope_contour_1000m_MOM6_01deg.nc'\n", "- PanAnt-005: '/g/data/ik11/Antarctic_slope_contour_1000m_MOM6_005deg.nc'\n", "- OM3-25km: '/g/data/ol01/Antarctic_slope_contour_1000m_OM3_25km.nc' \n", "\n", "Computation times shown used conda environment `analysis3-26.06` on 28 broadwell cpus.\n", "\n", "**Alert:** After including the additional cases the contour number doesn't always monotonically increase along the contour. At the moment, the two indices that are set at the same time are adjacent numbers, whereas if you were following the contour you'd expect their numbers to be 2 apart with the other coordinate in between. See https://github.com/COSIMA/cosima-recipes/issues/383." ] }, { "cell_type": "markdown", "id": "d42fc115-6798-4af5-8150-ad1f078fefcc", "metadata": { "tags": [] }, "source": [ "First, we load useful packages:" ] }, { "cell_type": "code", "execution_count": 1, "id": "9317acde-1a95-41f7-a7a7-ab60f9a33540", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import intake\n", "import dask\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import xarray as xr\n", "import numpy as np\n", "import cmocean\n", "import cv2 # need to install opencv-python for this, used in approach 2\n", "\n", "from dask.distributed import Client\n", "\n", "catalog = intake.cat.access_nri" ] }, { "cell_type": "code", "execution_count": 2, "id": "789a9952-1884-4633-aa20-60c05cce513b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/g/data/xp65/public/apps/med_conda/envs/analysis3-26.06/lib/python3.12/site-packages/distributed/node.py:188: UserWarning: Port 8787 is already in use.\n", "Perhaps you already have a cluster running?\n", "Hosting the HTTP server on port 33375 instead\n", " warnings.warn(\n" ] }, { "data": { "text/html": [ "
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Client

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Client-cc6c11a2-750d-11f1-96a3-000003bdfe80

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Connection method: Cluster objectCluster type: distributed.LocalCluster
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Cluster Info

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LocalCluster

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b122a44e

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Status: runningUsing processes: True
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Scheduler Info

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Scheduler

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Scheduler-f44e0a56-0c1f-445b-9182-97e4faa207dd

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Workers

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Worker: 0

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Worker: 1

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Worker: 2

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Worker: 3

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Worker: 4

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Worker: 5

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Worker: 6

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Worker: 7

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Worker: 8

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Worker: 9

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Worker: 10

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Worker: 11

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Worker: 12

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Worker: 13

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Worker: 14

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Worker: 15

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Worker: 16

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Worker: 17

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Worker: 18

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Worker: 19

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Worker: 20

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Worker: 21

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\n", " Nanny: tcp://127.0.0.1:40759\n", "
\n", " Local directory: /jobfs/172784006.gadi-pbs/dask-scratch-space/worker-aebaig3v\n", "
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Worker: 22

\n", "
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\n", " Comm: tcp://127.0.0.1:38413\n", " \n", " Total threads: 1\n", "
\n", " Dashboard: /proxy/38345/status\n", " \n", " Memory: 8.97 GiB\n", "
\n", " Nanny: tcp://127.0.0.1:35363\n", "
\n", " Local directory: /jobfs/172784006.gadi-pbs/dask-scratch-space/worker-6blb4qxe\n", "
\n", "
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Worker: 23

\n", "
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\n", " Comm: tcp://127.0.0.1:42187\n", " \n", " Total threads: 1\n", "
\n", " Dashboard: /proxy/39643/status\n", " \n", " Memory: 8.97 GiB\n", "
\n", " Nanny: tcp://127.0.0.1:40727\n", "
\n", " Local directory: /jobfs/172784006.gadi-pbs/dask-scratch-space/worker-ynul0d4f\n", "
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Worker: 24

\n", "
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\n", " Comm: tcp://127.0.0.1:40311\n", " \n", " Total threads: 1\n", "
\n", " Dashboard: /proxy/44329/status\n", " \n", " Memory: 8.97 GiB\n", "
\n", " Nanny: tcp://127.0.0.1:37429\n", "
\n", " Local directory: /jobfs/172784006.gadi-pbs/dask-scratch-space/worker-ja3bg_ym\n", "
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Worker: 25

\n", "
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\n", " Comm: tcp://127.0.0.1:36133\n", " \n", " Total threads: 1\n", "
\n", " Dashboard: /proxy/45859/status\n", " \n", " Memory: 8.97 GiB\n", "
\n", " Nanny: tcp://127.0.0.1:34713\n", "
\n", " Local directory: /jobfs/172784006.gadi-pbs/dask-scratch-space/worker-10rbe9fn\n", "
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Worker: 26

\n", "
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\n", " Comm: tcp://127.0.0.1:34005\n", " \n", " Total threads: 1\n", "
\n", " Dashboard: /proxy/41131/status\n", " \n", " Memory: 8.97 GiB\n", "
\n", " Nanny: tcp://127.0.0.1:33729\n", "
\n", " Local directory: /jobfs/172784006.gadi-pbs/dask-scratch-space/worker-g1biayhq\n", "
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Worker: 27

\n", "
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\n", " Comm: tcp://127.0.0.1:38607\n", " \n", " Total threads: 1\n", "
\n", " Dashboard: /proxy/34847/status\n", " \n", " Memory: 8.97 GiB\n", "
\n", " Nanny: tcp://127.0.0.1:41315\n", "
\n", " Local directory: /jobfs/172784006.gadi-pbs/dask-scratch-space/worker-4mt11iel\n", "
\n", "
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" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "client = Client(threads_per_worker=1)\n", "client" ] }, { "cell_type": "markdown", "id": "13272fcf-9da1-4243-8533-fcf9811c3dbe", "metadata": {}, "source": [ "## Approach 1\n", "\n", "Extracting the coordinates using `matplotlib`'s `Path` class" ] }, { "cell_type": "markdown", "id": "de04e5ed-ee85-48ff-9628-abd3e6d8ea7b", "metadata": {}, "source": [ "#### Choose experiment" ] }, { "cell_type": "code", "execution_count": 3, "id": "4cd11137-c065-479a-a96b-30c47d0f36ba", "metadata": {}, "outputs": [], "source": [ "catalog = intake.cat.access_nri\n", "experiment = '01deg_jra55v13_ryf9091' # the RYF90-91 experiment" ] }, { "cell_type": "markdown", "id": "577743fb-7cd1-4a43-b4f2-8dcef92aaaac", "metadata": {}, "source": [ "#### Load quantity we want a contour of, e.g. bathymetry" ] }, { "cell_type": "code", "execution_count": 4, "id": "ba88b885-db7b-4e8c-a95e-1923acbfca91", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/g/data/xp65/public/apps/med_conda/envs/analysis3-26.06/lib/python3.12/site-packages/intake_esm/source.py:314: ConcatenationWarning: Attempting to concatenate datasets without valid dimension coordinates: retaining only first dataset. Request valid dimension coordinate to silence this warning.\n", " warnings.warn(\n", "/g/data/xp65/public/apps/med_conda/envs/analysis3-26.06/lib/python3.12/site-packages/intake_esm/source.py:314: ConcatenationWarning: Attempting to concatenate datasets without valid dimension coordinates: retaining only first dataset. Request valid dimension coordinate to silence this warning.\n", " warnings.warn(\n" ] } ], "source": [ "ht = catalog[experiment].search(variable=\"ht\", frequency=\"fx\").to_dask().ht\n", "hu = catalog[experiment].search(variable=\"hu\", frequency=\"fx\").to_dask().hu" ] }, { "cell_type": "markdown", "id": "63761ef6-84b9-4c3b-9f99-9f90cb878e49", "metadata": {}, "source": [ "#### Choose a latitude range \n", "\n", "Make sure the contour fits in the range, but there is not too much extra space. Extra space slows down the computation.\n", "\n", "We must make sure that this latitude range is so that the t-cells are always south and west of the u-cells.\n", "\n", "This is important because the meridional and zonal transports occur on different grids to each other. We can check this by loading the `u`-cell and `t`-cell coordinates. \n", "\n", "We choose this convention so that later on when we create `numpy` grids of where the contour is and in what direction the contour goes." ] }, { "cell_type": "code", "execution_count": 5, "id": "900d12f3-548f-4854-8686-5dc9f3d037c7", "metadata": {}, "outputs": [], "source": [ "lat_range = slice(-82, -59)" ] }, { "cell_type": "code", "execution_count": 6, "id": "9d0eea48-91a9-45c6-975a-843a9a3a78b5", "metadata": {}, "outputs": [], "source": [ "hu = hu.sel(yu_ocean=lat_range)\n", "ht = ht.sel(yt_ocean=lat_range)" ] }, { "cell_type": "markdown", "id": "fd55d0ea-ab7e-412c-9b23-687c809036b6", "metadata": {}, "source": [ "#### Choose your desired contour value" ] }, { "cell_type": "code", "execution_count": 7, "id": "2cc4a6dc-393b-45e7-923a-f543f681344c", "metadata": {}, "outputs": [], "source": [ "contour_depth = 1000 # metres" ] }, { "cell_type": "markdown", "id": "e2d63199-9ae5-42d1-ba6c-aac55f9d88e4", "metadata": {}, "source": [ "Plot your data (always good idea `:)`)" ] }, { "cell_type": "code", "execution_count": 8, "id": "7bafe41d-738d-40c3-8d0b-08881dac4a5d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize = (10, 4))\n", "\n", "ht.plot(extend='both', cbar_kwargs={'label': \"ocean depth [m]\"})\n", "ht.plot.contour(levels = [contour_depth], colors = 'r', linestyles = '-')\n", "plt.title('Ocean depth (m)');" ] }, { "cell_type": "markdown", "id": "85d2d73d", "metadata": {}, "source": [ "Fill in land with zeros and load:" ] }, { "cell_type": "code", "execution_count": 9, "id": "e2ca6843-4f28-4b5b-805f-99f858cf482e", "metadata": {}, "outputs": [], "source": [ "ht = ht.fillna(0).load()" ] }, { "cell_type": "markdown", "id": "4dc68ab3", "metadata": {}, "source": [ "Contour is on t-grid (we assume ACCESS-OM2 B-grid transports)" ] }, { "cell_type": "code", "execution_count": 10, "id": "1a1ca948-228b-4e97-a3e7-874932ece34e", "metadata": {}, "outputs": [], "source": [ "grid_sel = 't'\n", "x_var = ht['xt_ocean']\n", "y_var = ht['yt_ocean']" ] }, { "cell_type": "markdown", "id": "3a480d78-04dc-4558-b735-53c34ce6e792", "metadata": { "tags": [] }, "source": [ "#### Select the contour \n", "We need to isolate out the single contour along the slope and get rid of the contours on the little isolated sea mounts and depressions." ] }, { "cell_type": "code", "execution_count": 11, "id": "5bcc0fbf-fb7a-41ab-924f-bffd74fc6a5c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize = (10, 4))\n", "sc = plt.contour(ht, levels=[contour_depth])\n", "\n", "path_vertices = (sc.get_paths()[0]).vertices\n", "x_vertices = path_vertices[:, 0]\n", "y_vertices = path_vertices[:, 1]" ] }, { "cell_type": "markdown", "id": "e358398c-bbaf-44e3-98b1-6cae5c4e0f3a", "metadata": {}, "source": [ "This list of path_vertices includes all of the paths in the above figure. But we want to only select the longest contour. The contours are all stacked in `x_vertices` and `y_vertices`, with the longest contour listed first. We need to find the end of the longest contour and cut `x_vertices`/`y_vertices` at that point.\n", "\n", "Along our desired contour, `x_vertices`/`y_vertices` should increase/decrease by max 1, so we can use the location where `diff(x_vertices) > 1` to find the end of our desired contour.\n", "\n", "When we call `np.diff`, we wind up with floating point numbers. To get a mask where the difference is greater than 1, we can just turn the result of `np.diff(x_vertices)` back into an array of integers using `.astype(int)` on it - so we can cleanly check if the result is greater than 1." ] }, { "cell_type": "code", "execution_count": 12, "id": "887d63ce-f0d6-415d-aa68-3fb6f51a8b68", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "last_contour_index = np.where(np.abs(np.diff(x_vertices).astype(int)) > 1)[0][0]\n", "\n", "x_contour = x_vertices[:last_contour_index + 1]\n", "y_contour = y_vertices[:last_contour_index + 1]\n", "\n", "# Check desired contour looks right:\n", "fig = plt.figure(figsize = (10, 4))\n", "plt.scatter(x_contour, y_contour, s=5, alpha=0.5, color='tomato');" ] }, { "cell_type": "markdown", "id": "8cf3a162-c64e-4486-96fc-c30f23042bd8", "metadata": {}, "source": [ "`x_contour` and `y_contour` are not integers with this updated contour method.\n", "We need to convert them to integers so we can use them as indices for selecting data on the contour.\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "dfb14915-b15f-46cb-991d-3b18476221ae", "metadata": {}, "outputs": [], "source": [ "x_contour = np.round(x_contour).astype(int)\n", "y_contour = np.round(y_contour).astype(int)\n", "\n", "# check that the difference between coords of contour never increase by more than 1:\n", "if np.max(np.abs(np.diff(x_contour))) != 1:\n", " print('help! x_contour increases by more than 1 between coords.')\n", "\n", "if np.max(np.abs(np.diff(y_contour))) != 1:\n", " print('help! y_contour increases by more than 1 between coords.')" ] }, { "cell_type": "markdown", "id": "93a49bfe-6d4f-449d-8746-c2203f53ccca", "metadata": {}, "source": [ "#### Processing\n", "Now process these coordinates to make sure there are no double ups.\n", "\n", "N.B: It can be tempting to use numpy's `unique` functionality to do this sort of task - be careful, as it won't preserve order! " ] }, { "cell_type": "code", "execution_count": 14, "id": "dae66bfe-bdfc-46b4-92b0-added8163b55", "metadata": {}, "outputs": [], "source": [ "# Difference between two neighbouring indices\n", "diff_x_contour = np.diff(x_contour)\n", "diff_y_contour = np.diff(y_contour)\n", "\n", "# Get a list with the indices of duplicates\n", "diff_ind = []\n", "for ii in range(len(diff_x_contour)):\n", " if (diff_x_contour[ii]==0) and (diff_y_contour[ii]==0):\n", " diff_ind.append(ii)" ] }, { "cell_type": "code", "execution_count": 15, "id": "baedef1a-e692-4060-8ee3-82ef13c9d3ae", "metadata": {}, "outputs": [], "source": [ "# Now remove the indices (start from the end so the indices don't shift)\n", "for ii in range(len(diff_ind)):\n", " index = diff_ind[::-1][ii]\n", " x_contour = np.delete(x_contour, index)\n", " y_contour = np.delete(y_contour, index)" ] }, { "cell_type": "code", "execution_count": 16, "id": "a95b0816-b795-4242-968f-58cfb86e85c6", "metadata": {}, "outputs": [], "source": [ "ht_contour = np.zeros(len(x_contour))\n", "\n", "for ii in range(len(ht_contour)):\n", " ht_contour[ii] = ht[y_contour[ii], x_contour[ii]]" ] }, { "cell_type": "markdown", "id": "5649659b-7642-4c6e-a3bf-f1987b5de567", "metadata": {}, "source": [ "Due to the discrete grid, the values on our contour are not exactly the same. We check this makes sense -- if this plot is blank, then something has gone wrong." ] }, { "cell_type": "code", "execution_count": 17, "id": "910fea81-3d88-4c41-84d1-1ef8bcefeb52", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 4))\n", "\n", "plt.plot(ht_contour, 'o', markersize=1)\n", "plt.axhline(contour_depth, color='k', linewidth=0.5);" ] }, { "cell_type": "code", "execution_count": 18, "id": "a345555f-6878-433a-8a9e-78e8785ecd16", "metadata": {}, "outputs": [], "source": [ "# Number of grid points on the contour\n", "num_points = len(x_contour)" ] }, { "cell_type": "markdown", "id": "7d1b090a-3a2f-41ae-8d40-4baef6daceab", "metadata": {}, "source": [ "#### Now we number the points along the contour" ] }, { "cell_type": "code", "execution_count": 19, "id": "dce023e5-a888-4bd4-87a1-9725cc306628", "metadata": {}, "outputs": [], "source": [ "# start numbering from 1 not 0:\n", "contour_mask_numbered = np.arange(1, len(x_contour)+1)" ] }, { "cell_type": "code", "execution_count": 20, "id": "a6a007ad-69ed-4897-b6ab-7e3d0ad258d1", "metadata": {}, "outputs": [], "source": [ "contour_mask = xr.zeros_like(ht)\n", "\n", "for ii in range(num_points):\n", " contour_mask[y_contour[ii], x_contour[ii]] = contour_mask_numbered[ii]" ] }, { "cell_type": "code", "execution_count": 21, "id": "b84dab94-95a5-4846-8002-c101c79199e4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "contour_mask.attrs['long_name'] = 'Contour index'\n", "plt.figure(1, figsize=(10, 4))\n", "contour_mask.plot(extend='both', cmap = cmocean.cm.amp);" ] }, { "cell_type": "markdown", "id": "bb5e92d4-df73-418d-a6fc-5f48c71c33d8", "metadata": {}, "source": [ "#### Create mask\n", "Now we create a mask below contour so that the direction of the contour can be determined" ] }, { "cell_type": "code", "execution_count": 22, "id": "e77f5ab9-6322-46b9-99ac-f76c20218e1d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 7.57 s, sys: 2.85 s, total: 10.4 s\n", "Wall time: 8.53 s\n" ] } ], "source": [ "%%time\n", "\n", "mask_value = -1000\n", "contour_mask_numbered = contour_mask\n", "\n", "# fill in points to north of contour:\n", "contour_masked_above = np.copy(contour_mask_numbered)\n", "contour_masked_above[-1, 0] = mask_value\n", "\n", "# from top left:\n", "for ii in range(len(contour_mask.xt_ocean)-1):\n", " for jj in range(len(contour_mask.yt_ocean))[::-1][:-1]:\n", " if contour_masked_above[jj, ii] == mask_value:\n", " if contour_masked_above[jj-1, ii] == 0:\n", " contour_masked_above[jj-1, ii] = mask_value\n", " if contour_masked_above[jj, ii+1] == 0:\n", " contour_masked_above[jj, ii+1] = mask_value\n", "\n", "#from top right:\n", "for ii in range(len(contour_mask.xt_ocean))[::-1][:-1]:\n", " for jj in range(len(contour_mask.yt_ocean))[::-1][:-1]:\n", " if contour_masked_above[jj, ii] == mask_value:\n", " if contour_masked_above[jj-1, ii] == 0:\n", " contour_masked_above[jj-1, ii] = mask_value\n", " if contour_masked_above[jj, ii-1] == 0:\n", " contour_masked_above[jj, ii-1] = mask_value\n", "\n", "# from bottom right:\n", "for ii in range(len(contour_mask.xt_ocean))[::-1][:-1]:\n", " for jj in range(len(contour_mask.yt_ocean)-1):\n", " if contour_masked_above[jj, ii] == mask_value:\n", " if contour_masked_above[jj+1, ii] == 0:\n", " contour_masked_above[jj+1, ii] = mask_value\n", " if contour_masked_above[jj, ii-1] == 0:\n", " contour_masked_above[jj, ii-1] = mask_value\n", "\n", "#from bottom left:\n", "for ii in range(len(contour_mask.xt_ocean)-1):\n", " for jj in range(len(contour_mask.yt_ocean)-1):\n", " if contour_masked_above[jj, ii] == mask_value:\n", " if contour_masked_above[jj+1, ii] == 0:\n", " contour_masked_above[jj+1, ii] = mask_value\n", " if contour_masked_above[jj, ii+1] == 0:\n", " contour_masked_above[jj, ii+1] = mask_value" ] }, { "cell_type": "code", "execution_count": 23, "id": "fd9d5bcb-7cb4-4fa5-b054-5941c848edb1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(1, figsize=(10, 4))\n", "\n", "plt.pcolormesh(contour_mask.xt_ocean, contour_mask.yt_ocean, contour_masked_above)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "id": "e6dd6197-21ab-4635-851c-17cb20759200", "metadata": {}, "source": [ "North of the contour, values have been filled in to be -1000, and it is thus a different colour in the plot.\n", "\n", "#### Direction of cross-contour transport\n", "Now we can use the mask to determine whether the transport across the contour should be north, east, south or west (the grid is made of discrete square(ish) shaped cells). This is done by looping through the contour points and determining in which directions there are zeros (i.e. below contour) and -1000 (i.e. above contour). This means the orientation of the contour can be determined. This is saved as `mask_x_transport`, which has -1 and +1 in a 2D (x and y) array where the contour has eastward transport, and `mask_y_transport` which as -1 and +1 for coordinates with northward transport. All other positions in the array are 0. This means that multiplying the northward transport `ty_trans` by the `mask_y_transport` gives all the northward transport across the contour, and zeros everywhere else (e.g. where contour goes upwards and cross-contour transport is thus eastward)." ] }, { "cell_type": "code", "execution_count": null, "id": "44a8c118-640e-44c2-89c2-55f4e5bf1b7a", "metadata": {}, "outputs": [], "source": [ "%%time\n", "mask_x_transport = np.zeros_like(contour_mask_numbered)\n", "mask_y_transport = np.zeros_like(contour_mask_numbered)\n", "\n", "mask_y_transport_numbered = np.zeros_like(contour_mask_numbered)\n", "mask_x_transport_numbered = np.zeros_like(contour_mask_numbered)\n", "\n", "# make halos:\n", "shape = contour_masked_above.shape\n", "contour_masked_above_halo = np.zeros((shape[0], shape[1]+2))\n", "contour_masked_above_halo[:, 0] = contour_masked_above[:, -1]\n", "contour_masked_above_halo[:, 1:-1] = contour_masked_above\n", "contour_masked_above_halo[:, -1] = contour_masked_above[:, 0]\n", "\n", "new_number_count = 1\n", "for mask_loc in range(1, int(np.max(contour_mask_numbered))+1):\n", " index_i = np.where(contour_mask_numbered==mask_loc)[1]\n", " index_j = np.where(contour_mask_numbered==mask_loc)[0]\n", " # if point above is towards Antarctica and point below is away from Antarctica:\n", " # take transport grid point to north of t grid:\n", " if (contour_masked_above[index_j+1, index_i]==0) and (contour_masked_above[index_j-1, index_i]!=0):\n", " mask_y_transport[index_j, index_i] = -1\n", " # important to do \n", " mask_y_transport_numbered[index_j, index_i] = new_number_count\n", " new_number_count += 1\n", " # if point below is towards Antarctica and point above is away from Antarctica:\n", " # take transport grid point to south of t grid:\n", " elif (contour_masked_above[index_j-1, index_i]==0) and (contour_masked_above[index_j+1, index_i]!=0):\n", " mask_y_transport[index_j-1, index_i] = 1\n", " mask_y_transport_numbered[index_j-1, index_i] = new_number_count\n", " new_number_count += 1\n", " # if point below and point above are BOTH towards Antarctica:\n", " # take transport grid point to south of t grid:\n", " elif (contour_masked_above[index_j-1, index_i]==0) and (contour_masked_above[index_j+1, index_i]==0):\n", " mask_y_transport[index_j-1, index_i] = 1\n", " mask_y_transport[index_j, index_i] = -1 \n", " mask_y_transport_numbered[index_j-1, index_i] = new_number_count\n", " mask_y_transport_numbered[index_j, index_i] = new_number_count+1\n", " new_number_count += 2\n", " # if point to right is towards Antarctica and point to left is away from Antarctica:\n", " # zonal indices increased by 1 due to halos\n", " # take transport grid point on right of t grid:\n", " if (contour_masked_above_halo[index_j, index_i+2]==0) and (contour_masked_above_halo[index_j, index_i]!=0):\n", " mask_x_transport[index_j, index_i] = -1\n", " mask_x_transport_numbered[index_j, index_i] = new_number_count\n", " new_number_count += 1\n", " # if point to left is towards Antarctica and point to right is away from Antarctica:\n", " # take transport grid point on left of t grid:\n", " elif (contour_masked_above_halo[index_j, index_i]==0) and (contour_masked_above_halo[index_j, index_i+2]!=0):\n", " mask_x_transport[index_j, index_i-1] = 1\n", " mask_x_transport_numbered[index_j, index_i-1] = new_number_count\n", " new_number_count += 1\n", " # if point to left and right BOTH toward Antarctica\n", " elif (contour_masked_above_halo[index_j, index_i]==0) and (contour_masked_above_halo[index_j, index_i+2]==0):\n", " mask_x_transport[index_j, index_i-1] = 1\n", " mask_x_transport[index_j, index_i] = -1 \n", " mask_x_transport_numbered[index_j, index_i-1] = new_number_count\n", " mask_x_transport_numbered[index_j, index_i] = new_number_count+1\n", " new_number_count += 2" ] }, { "cell_type": "code", "execution_count": null, "id": "bd99120e-ff5a-423e-a9af-cf8bbf8082f6", "metadata": {}, "outputs": [], "source": [ "# Plot the mask for the x-transport:\n", "plt.figure(1, figsize=(10, 4))\n", "\n", "plt.pcolormesh(contour_mask.xt_ocean, contour_mask.yt_ocean, mask_x_transport,\n", " cmap=cmocean.cm.balance, vmin=-1.5, vmax=1.5)\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "id": "553a6c80-bc24-4301-a1a7-d85351d3a745", "metadata": {}, "source": [ "As can be seen, in `mask_x_transport` there is red (+1) where eastward transport crosses the contour, and blue (-1) where westward transport crosses the contour (in the net northward direction). There are zeros everywhere else.\n", "\n", "### We now have the coordinates of the contours, and whether the x or y transport is needed to calculate cross-contour transport. \n", "\n", "Here we convert the contour masks to a dataset (which could be saved and reloaded). We need to ensure the lat / lon coordinates correspond to the actual data location:\n", "- The y masks are used for `ty_trans`, so like `vhrho` this should have dimensions (`yu_ocean`, `xt_ocean`).\n", "- The x masks are used for `tx_trans`, so like `uhrho` this should have dimensions (`yt_ocean`, `xu_ocean`).\n", "\n", "Hint: You can set the actual name to always be simply latitude/longitude irrespective of the variable to make concatenation of transports in both direction and sorting possible. An example is given in [Cross_contour_transport.ipynb](https://github.com/COSIMA/cosima-recipes/blob/main/03-Advanced-Recipes/Cross-contour_transport.ipynb). " ] }, { "cell_type": "code", "execution_count": null, "id": "ea23119d-8907-4d36-b2fe-a88b1db00df6", "metadata": {}, "outputs": [], "source": [ "# Create dataset\n", "ds_approach1 = xr.Dataset(\n", " {\n", " \"mask_x_transport\": ((\"yt_ocean\", \"xu_ocean\"), mask_x_transport),\n", " \"mask_y_transport\": ((\"yu_ocean\", \"xt_ocean\"), mask_y_transport),\n", " \"mask_x_transport_numbered\": ((\"yt_ocean\", \"xu_ocean\"), mask_x_transport_numbered),\n", " \"mask_y_transport_numbered\": ((\"yu_ocean\", \"xt_ocean\"), mask_y_transport_numbered),\n", " \"contour_masked_above\": ((\"yt_ocean\", \"xt_ocean\"), contour_masked_above),\n", " \"contour_mask_numbered\": ((\"yt_ocean\", \"xt_ocean\"), contour_mask_numbered.values),\n", " },\n", " coords={\n", " \"xt_ocean\": ht.xt_ocean,\n", " \"yt_ocean\": ht.yt_ocean,\n", " \"xu_ocean\": hu.xu_ocean,\n", " \"yu_ocean\": hu.yu_ocean,\n", " },\n", ")" ] }, { "cell_type": "markdown", "id": "f8993961-df9c-489c-91ad-2f5681ecc191", "metadata": {}, "source": [ "And plot just to confirm that we didn't mess up anything." ] }, { "cell_type": "code", "execution_count": 28, "id": "439dc694-1436-4843-85c4-25f6853b02e9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(1, figsize=(10, 4))\n", "\n", "ds_approach1.mask_x_transport.plot(cmap=cmocean.cm.balance, vmin=-1.5, vmax=1.5);" ] }, { "cell_type": "markdown", "id": "f224542a-7103-4e7b-b4d5-70b5e8cf5947", "metadata": {}, "source": [ "#### Lets use the mask we created to plot surface temperature on the Antarctic contiental shelf." ] }, { "cell_type": "markdown", "id": "2239cbf6-6853-4092-a518-72e69b120327", "metadata": {}, "source": [ "Load surface temperature" ] }, { "cell_type": "code", "execution_count": 29, "id": "a3b0604f-6f0b-4805-99fd-f0c7faab1567", "metadata": {}, "outputs": [], "source": [ "# Define year to open\n", "dates_2086 = '2086.*'\n", "\n", "temp = catalog[experiment].search(\n", " variable='surface_temp', \n", " frequency=\"1mon\", \n", " start_date=dates_2086\n", ").to_dask()\n", "\n", "temp = temp.sel(yt_ocean=lat_range).surface_temp.mean('time')" ] }, { "cell_type": "markdown", "id": "3d624acd-76da-4189-abc0-2a40dc0c3992", "metadata": {}, "source": [ "Create the shelf mask" ] }, { "cell_type": "code", "execution_count": 30, "id": "20876549-21f5-4965-a04a-eed8ee1a01cd", "metadata": {}, "outputs": [], "source": [ "shelf_mask = ds_approach1.contour_masked_above.where(ds_approach1.contour_masked_above==0, 1)\n", "shelf_mask = shelf_mask.where(shelf_mask==1)" ] }, { "cell_type": "markdown", "id": "909e8079-c671-4703-adc8-203492bb084c", "metadata": {}, "source": [ "Select shelf " ] }, { "cell_type": "code", "execution_count": 31, "id": "abc2b225-5714-4155-857d-818d4a12d11b", "metadata": {}, "outputs": [], "source": [ "temp_masked = temp.where(shelf_mask.isnull())" ] }, { "cell_type": "markdown", "id": "3fa1a9d4-3a2d-4ff1-ab7b-ea018b051591", "metadata": {}, "source": [ "Let's also select the 1000 m contour" ] }, { "cell_type": "code", "execution_count": 32, "id": "cc953212-1fdc-40a7-a830-aca32782ebd3", "metadata": {}, "outputs": [], "source": [ "slope_contour = ds_approach1.contour_masked_above.where(ds_approach1.contour_masked_above>0)\n", "slope_contour = slope_contour/slope_contour" ] }, { "cell_type": "markdown", "id": "914208ce-296f-45f4-b240-5f5e3b41a414", "metadata": {}, "source": [ "We can now make the plot" ] }, { "cell_type": "code", "execution_count": 33, "id": "ff5126d8-b47d-478b-8648-451f4274b6de", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(1, figsize=(10, 4))\n", "\n", "temp_masked.plot()\n", "slope_contour.fillna(2).plot.contour(levels=[0,1], colors='k', linewidths=1.5);" ] }, { "cell_type": "markdown", "id": "5b306f20-2e17-473a-9169-477e45f87b63", "metadata": {}, "source": [ "## Approach 2\n", "\n", "Custom method for selecting and tracing a specific depth contour." ] }, { "cell_type": "markdown", "id": "9dad84c4-4a3b-481c-aa64-86869c21c9aa", "metadata": {}, "source": [ "Load data from the OM3-25km beta release." ] }, { "cell_type": "code", "execution_count": 34, "id": "386b08c1-0a85-4ac3-8837-d27ffa7494b3", "metadata": {}, "outputs": [], "source": [ "datastore_path = \"/g/data/ol01/access-om3-output/access-om3-025/MC_25km_jra_ryf-1.0-beta/experiment_datastore.json\"\n", "\n", "datastore = intake.open_esm_datastore(\n", " datastore_path,\n", " columns_with_iterables=[\n", " \"variable\",\n", " \"variable_long_name\",\n", " \"variable_standard_name\",\n", " \"variable_cell_methods\",\n", " \"variable_units\"\n", " ]\n", ")" ] }, { "cell_type": "code", "execution_count": 35, "id": "5f4910cf-cbf8-4ffb-bd92-86ec2d8f56f6", "metadata": {}, "outputs": [], "source": [ "# Load bathymetry \n", "var_search = datastore.search(variable=\"deptho\")\n", "ds = var_search.search(path=var_search.df.path[0]).to_dask() # we only need one file as bathymetry doesn't change\n", "deptho = ds[\"deptho\"].sel(yh=slice(-82,-55)).load() # select lat_range and load data" ] }, { "cell_type": "markdown", "id": "6a867c71-3f49-4eab-adca-fdc18d0cbc57", "metadata": {}, "source": [ "Select desired contour value" ] }, { "cell_type": "code", "execution_count": 36, "id": "aeeab7de-8238-4c20-819c-1041e4609ee4", "metadata": {}, "outputs": [], "source": [ "contour_depth = 1000" ] }, { "cell_type": "markdown", "id": "13ee847c-2665-4056-bf4c-f5a201f57350", "metadata": {}, "source": [ "Plot the contour, note there are actually a bunch of locations near the prime meridian where the 1000 m contour is not continuous. We will add cells manually next to land below. " ] }, { "cell_type": "code", "execution_count": 37, "id": "6522f83e-e541-4955-baf4-4d18dc845f48", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 4))\n", "\n", "deptho.plot(extend='both', cbar_kwargs={'label': \"ocean depth [m]\"})\n", "deptho.plot.contour(levels=[contour_depth], colors='r', linestyles='-')\n", "plt.title('Ocean depth (m)');\n", "plt.xlim(-30, 30), plt.ylim(-78,-65);" ] }, { "cell_type": "markdown", "id": "74fd1abc-5cb1-40c1-a68b-7c543fb78034", "metadata": {}, "source": [ "Create a binary mask" ] }, { "cell_type": "code", "execution_count": 38, "id": "ac88a25a-ff57-48a3-b524-582c4939b125", "metadata": {}, "outputs": [], "source": [ "# Temporary mask with 0 bathymetry is deeper than the contour depth and 1 elsewhere\n", "tmp_mask = np.copy(deptho)\n", "tmp_mask[np.where(deptho>contour_depth)] = 0 # locations where the bathymetry is deeper than contour_depth\n", "tmp_mask[np.where(deptho<=contour_depth)] = 1 # locations where the bathymetry is shallower or equal to contour_depth" ] }, { "cell_type": "markdown", "id": "cc47bf6d-ce88-4e1c-9d92-b480df5dc885", "metadata": {}, "source": [ "Spread the isobath contour so all points are connected adjacently (not just diagonally)." ] }, { "cell_type": "code", "execution_count": 39, "id": "31d13a9d-3934-4eb9-9aa2-de9d4e0a2398", "metadata": {}, "outputs": [], "source": [ "# Spread the 1s in tmp_mask to their neighboring pixels (using a 3x3 kernel). \n", "# This ensures that the contour is connected horizontally and vertically, not just diagonally.\n", "kernel = np.ones((3,3),np.uint8) \n", "\n", "# isolate the edges of the contour -> only the pixels at the boundary of the contour are marked with 1\n", "contour_mask0 = cv2.dilate(tmp_mask,kernel,iterations=1) - tmp_mask " ] }, { "cell_type": "markdown", "id": "3f58efe1-6883-4013-ac67-f6cc669f86c2", "metadata": {}, "source": [ "Select a starting point for tracing the contour along the western edge of the domain." ] }, { "cell_type": "code", "execution_count": 40, "id": "5006bb53-7b67-432d-9e2c-4a4bb9dc20ff", "metadata": {}, "outputs": [], "source": [ "# start at western edge of domain, at y point closest to correct depth contour:\n", "contour_mask = np.zeros_like(deptho)\n", "\n", "# pick most northerly contour:\n", "contour_lat_index_start = np.where(contour_mask0[:,0]>0)[0][-1]\n", "# pick most southerly contour: \n", "# contour_lat_index_start = np.where(contour_mask0[:,0]>0)[0][0]\n", "\n", "# starting point is marked with 1 in contour_mask, which can then be used as a seed for further contour tracing or region-growing algorithms\n", "contour_mask[contour_lat_index_start,0] = 1" ] }, { "cell_type": "markdown", "id": "d57fc1ff-459b-47b1-822a-0c216a7ed47d", "metadata": {}, "source": [ "Plot to make sure contour_lat_index_start (yellow dot) is on the correct contour." ] }, { "cell_type": "code", "execution_count": 41, "id": "4fbe8651-3255-4a8f-9b4a-0b6d89b1f529", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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744UXXmi52Ev2A3d2AdDsWMxKFmT/F9/ylrfkt+x+dsX3iy666KCep1TLurXAFLv99tvj5ptvjq1bt+Zfqm699dY4/fTT7Qc4zPZVU+OOO+6Ij3zkI7Y/dMAZZ5wR7373u+OTn/yk7Q9T5Mtf/nJcd9118d3vfjfvwZH9CP5Lv/RLtj9MgVdffTWuv/76WL9+fX46ZlaLMbvoy2/8xm/kZ74B7ffII4/EmWeeOWF8VqLgzjvvzM94u+GGG+Jzn/tc7NixI0499dT4zGc+c9A/ggsZAQAAAIAkajICAAAAAEmEjAAAAABAEiEjAAAAAJBEyAgAAAAAJBEyAgAAAABJhIwAAAAAQBIhIwAAAACQRMgIAAAAACQRMgIAAAAASYSMAAAAAEASISMAAAAAkOT/B+Pe61HWy5gWAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(1,figsize=(16,8))\n", "plt.pcolormesh(deptho)\n", "plt.contour(deptho,[contour_depth],colors='r')\n", "plt.xlim((-1,10))\n", "plt.ylim((100,250))\n", "plt.plot(0,contour_lat_index_start,'yo',markersize=10)" ] }, { "cell_type": "markdown", "id": "83b6eece-eef3-4796-948f-c95bb86ec414", "metadata": {}, "source": [ "Manually change a few grid cells (ensure continuous contour and no loops) - this is specific to the grid and the contour selected! \n", "\n", "Set cells to 0 to remove them from the contour and set to 1 to add cells to contour. \n", "\n", "This is laborious, see next cell to find out which grid cells need to be changed for the OM3-25km example." ] }, { "cell_type": "code", "execution_count": 42, "id": "c3e8a88d-da7f-40e6-8f7f-9f62f56395c4", "metadata": {}, "outputs": [], "source": [ "# Below is true for the OM3-25km grid with contour_depth = 1000\n", "contour_mask0[230,868] = 0\n", "contour_mask0[247:254,914:921] = 0\n", "contour_mask0[253,913] = 0\n", "contour_mask0[249,909] = 0\n", "contour_mask0[245:249,908] = 0\n", "contour_mask0[244:249,916] = 0\n", "contour_mask0[225:230,914] = 0\n", "contour_mask0[102,1017] = 0\n", "contour_mask0[102:106,1016] = 1\n", "contour_mask0[105:107,1017] = 1\n", "contour_mask0[106:108,1018] = 1\n", "contour_mask0[107:109,1019] = 1\n", "contour_mask0[108,1019:1023] = 1\n", "contour_mask0[125,1042:1044] = 1\n", "contour_mask0[126,1043:1046] = 1\n", "\n", "contour_mask0[161:163,1113] = 1\n", "contour_mask0[162,1113:1115] = 1\n", "contour_mask0[162:165,1115] = 1\n", "contour_mask0[164,1115:1120] = 1\n", "contour_mask0[162:165,1120] = 1\n", "contour_mask0[162,1121] = 1\n", "contour_mask0[160,1127] = 1\n", "contour_mask0[159,1128] = 0\n", "\n", "contour_mask0[160:163,1194] = 1\n", "contour_mask0[160,1194:1199] = 1\n", "contour_mask0[160:163,1199] = 1\n", "contour_mask0[162,1199:1207] = 1\n", "contour_mask0[160:163,1206] = 1\n", "\n", "contour_mask0[123:125,401] = 0" ] }, { "cell_type": "markdown", "id": "e25e3b02-39ce-49a3-b382-5f15fb8f5c17", "metadata": {}, "source": [ "Plot `contour_mask0` to check which cells need to be changed." ] }, { "cell_type": "code", "execution_count": 43, "id": "7365f828-c686-4259-ac75-ce32d12bcf43", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check how contour_mask0 looks like \n", "# - is the contour continuous around Antarctica?\n", "# - are there loops that would not contribute to any cross-slope transport anyway?\n", "# Change the xlim, ylim to zoom into different regions\n", "\n", "plt.figure(1,figsize=(16,8))\n", "plt.pcolormesh(contour_mask0)\n", "plt.colorbar()\n", "plt.clim((0,2))\n", "plt.scatter(401,123, c='r') # adjust to select grid cells that need to be changed\n", "plt.xlim((370,420))\n", "plt.ylim((50,160));" ] }, { "cell_type": "markdown", "id": "046ea8a1-d833-4821-85b1-2d1181db01b2", "metadata": {}, "source": [ "Select out only the contour we want: We can now finally trace the connected contour from our starting point to the right edge of the grid, marking each point along the contour with a unique label (`count`). The algorithm checks the 4-connected neighbours (east, west, south, north) of the current point and checks each neighbour to see if it is (i) within the grid bounds and (ii) part of the contour and unvisited. The first valid neighbour found is selected as the next point (`new_loc`). If no valid neighbours are found, the contour has reached a dead end, and the loop terminates - if this happens before we reach the eastern boundary we need to go back and amend `contour_mask0`." ] }, { "cell_type": "code", "execution_count": 44, "id": "398a9903-1331-453c-ad0e-52c72dbd652c", "metadata": {}, "outputs": [], "source": [ "# set up indices\n", "last_index_i = 0\n", "last_index_j = contour_lat_index_start\n", "count = 1 # start labeling from 1\n", "\n", "# mark starting point\n", "contour_mask[last_index_j, last_index_i] = count\n", "contour_mask0[last_index_j, last_index_i] = 0 # mark as visited\n", "\n", "# loop until the right edge or dead end\n", "while last_index_i < deptho.shape[1]-1:\n", " \n", " # define neighbours\n", " if last_index_i == 0:\n", " # first step: don't go backwards\n", " neighbours = [\n", " (last_index_j, last_index_i+1), # east\n", " (last_index_j+1, last_index_i), # south\n", " (last_index_j-1, last_index_i) # north\n", " ]\n", " else:\n", " # after first step: include west\n", " neighbours = [\n", " (last_index_j, last_index_i+1), # east\n", " (last_index_j, last_index_i-1), # west\n", " (last_index_j+1, last_index_i), # south\n", " (last_index_j-1, last_index_i) # north\n", " ]\n", "\n", " # find valid neighbours\n", " new_loc = None\n", " for nj, ni in neighbours:\n", " if 0 <= nj < contour_mask0.shape[0] and 0 <= ni < contour_mask0.shape[1]:\n", " if contour_mask0[nj, ni] == 1: # unvisited contour\n", " new_loc = (nj, ni)\n", " break\n", "\n", " if new_loc is None:\n", " # dead end → stop\n", " print(\"Dead end reached at step\", count)\n", " break\n", " else:\n", " # move to next point\n", " last_index_j, last_index_i = new_loc\n", " count += 1\n", " contour_mask[last_index_j, last_index_i] = count\n", " contour_mask0[last_index_j, last_index_i] = 0 # mark visited" ] }, { "cell_type": "markdown", "id": "bd957780-1236-4b1f-a14a-3d2278961751", "metadata": {}, "source": [ "We can now check what `contour_mask` looks like - is it continuous around Antarctica? Are there still any loops or duplicate cells that are not needed?" ] }, { "cell_type": "code", "execution_count": 45, "id": "baa23e03-f4c3-4461-b551-f58dd3a977c2", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(1,figsize=(16,8))\n", "plt.pcolormesh(deptho.xh,deptho.yh,contour_mask)\n", "plt.colorbar()\n", "plt.clim((0,1000))\n", "plt.xlim((5,80)) # adjust xlim and ylim to zoom in and tracer the contour\n", "plt.ylim((-71,-64));" ] }, { "cell_type": "markdown", "id": "b7ab305f-991b-4b5b-a4af-36357e5272e2", "metadata": {}, "source": [ "Looking good! We can now proceed as for approach 1 and...\n", "\n", "#### Create mask to separate points above (offshelf) from points below (onshelf) contour" ] }, { "cell_type": "code", "execution_count": 46, "id": "47830a08-fefc-48c3-8cea-b971f324a95d", "metadata": {}, "outputs": [], "source": [ "contour_mask_numbered = contour_mask\n", "\n", "# fill in points to north of contour:\n", "contour_masked_above = np.copy(contour_mask_numbered)\n", "contour_masked_above[-1,0] = -100\n", "\n", "# from top left:\n", "for ii in range(len(deptho.xh)-1):\n", " for jj in range(len(deptho.yh))[::-1][:-1]:\n", " if contour_masked_above[jj,ii] == -100:\n", " if contour_masked_above[jj-1,ii] == 0:\n", " contour_masked_above[jj-1,ii] = -100\n", " if contour_masked_above[jj,ii+1] == 0:\n", " contour_masked_above[jj,ii+1] = -100\n", " if contour_masked_above[jj-1,ii+1] == 0:\n", " contour_masked_above[jj-1,ii+1] = -100\n", "# from top right:\n", "for ii in range(len(deptho.xh))[::-1][:-1]:\n", " for jj in range(len(deptho.yh))[::-1][:-1]:\n", " if contour_masked_above[jj,ii] == -100:\n", " if contour_masked_above[jj-1,ii] == 0:\n", " contour_masked_above[jj-1,ii] = -100\n", " if contour_masked_above[jj,ii-1] == 0:\n", " contour_masked_above[jj,ii-1] = -100\n", " if contour_masked_above[jj-1,ii-1] == 0:\n", " contour_masked_above[jj-1,ii-1] = -100\n", "# from bottom right:\n", "for ii in range(len(deptho.xh))[::-1][:-1]:\n", " for jj in range(len(deptho.yh)-1):\n", " if contour_masked_above[jj,ii] == -100:\n", " if contour_masked_above[jj+1,ii] == 0:\n", " contour_masked_above[jj+1,ii] = -100\n", " if contour_masked_above[jj,ii-1] == 0:\n", " contour_masked_above[jj,ii-1] = -100\n", " if contour_masked_above[jj+1,ii-1] == 0:\n", " contour_masked_above[jj+1,ii-1] = -100\n", "# from bottom left:\n", "for ii in range(len(deptho.xh)-1):\n", " for jj in range(len(deptho.yh)-1):\n", " if contour_masked_above[jj,ii] == -100:\n", " if contour_masked_above[jj+1,ii] == 0:\n", " contour_masked_above[jj+1,ii] = -100\n", " if contour_masked_above[jj,ii+1] == 0:\n", " contour_masked_above[jj,ii+1] = -100\n", " if contour_masked_above[jj+1,ii+1] == 0:\n", " contour_masked_above[jj+1,ii+1] = -100\n" ] }, { "cell_type": "markdown", "id": "ef6b332f-4569-4d02-a8a5-be0690bcb441", "metadata": {}, "source": [ "#### Create masks for x and y transport calculations (i.e. determine if positive u and v will be into or out of contour)" ] }, { "cell_type": "code", "execution_count": 47, "id": "5f98af03-a899-4b2c-9e3e-5ba1ff1a2f5e", "metadata": {}, "outputs": [], "source": [ "# separate out points on isobath that will correspond to zonal or meridional transport\n", "# across contour (i.e. depending on localshape of contour):\n", "\n", "# make masks to multiply x and y transports at correct places:\n", "mask_x_transport = np.zeros_like(contour_mask_numbered)\n", "mask_y_transport = np.zeros_like(contour_mask_numbered)\n", "mask_y_transport_numbered = np.zeros_like(contour_mask_numbered)\n", "mask_x_transport_numbered = np.zeros_like(contour_mask_numbered)\n", "# make halos:\n", "contour_masked_above_halo = np.zeros((contour_masked_above.shape[0],\n", " contour_masked_above.shape[1]+2))\n", "contour_masked_above_halo[:,0] = contour_masked_above[:,-1]\n", "contour_masked_above_halo[:,1:-1] = contour_masked_above\n", "contour_masked_above_halo[:,-1] = contour_masked_above[:,0]\n", "\n", "new_number_count = 1\n", "for mask_loc in range(1,int(np.max(contour_mask_numbered))+1):\n", " #if mask_loc%100 == 0:\n", " # print('mask for x/y transport at point '+str(mask_loc))\n", " index_i = np.where(contour_mask_numbered==mask_loc)[1]\n", " index_j = np.where(contour_mask_numbered==mask_loc)[0]\n", " # if point above is towards Antarctica and point below is away from Antarctica:\n", " # take transport grid point to north of t grid:\n", " if (contour_masked_above[index_j+1,index_i]==0) and (contour_masked_above[index_j-1,index_i]!=0):\n", " mask_y_transport[index_j,index_i] = -1\n", " # important to do \n", " mask_y_transport_numbered[index_j,index_i] = new_number_count\n", " new_number_count += 1\n", " # if point below is towards Antarctica and point above is away from Antarctica:\n", " # take transport grid point to south of t grid:\n", " elif (contour_masked_above[index_j-1,index_i]==0) and (contour_masked_above[index_j+1,index_i]!=0):\n", " mask_y_transport[index_j-1,index_i] = 1\n", " mask_y_transport_numbered[index_j-1,index_i] = new_number_count\n", " new_number_count += 1\n", " # if point to right is towards Antarctica and point to left is away from Antarctica:\n", " # zonal indices increased by 1 due to halos\n", " # take transport grid point on right of t grid:\n", " if (contour_masked_above_halo[index_j,index_i+2]==0) and (contour_masked_above_halo[index_j,index_i]!=0):\n", " mask_x_transport[index_j,index_i] = -1\n", " mask_x_transport_numbered[index_j,index_i] = new_number_count\n", " new_number_count += 1\n", " # if point to left is towards Antarctica and point to right is away from Antarctica:\n", " # take transport grid point on left of t grid:\n", " elif (contour_masked_above_halo[index_j,index_i]==0) and (contour_masked_above_halo[index_j,index_i+2]!=0):\n", " mask_x_transport[index_j,index_i-1] = 1\n", " mask_x_transport_numbered[index_j,index_i-1] = new_number_count\n", " new_number_count += 1" ] }, { "cell_type": "markdown", "id": "be620f52-ce8b-4b8d-af48-7b7e947276bc", "metadata": {}, "source": [ "#### Write as dataset" ] }, { "cell_type": "code", "execution_count": 48, "id": "732bdfdb-df39-4cf2-ac18-28ce69667922", "metadata": {}, "outputs": [], "source": [ "# Load umo and vmo to get correct coordinate information (info might also be in some grid file?)\n", "umo = datastore.search(variable='umo').to_dask().umo.sel(yh=slice(-82,-55))\n", "vmo = datastore.search(variable='vmo').to_dask().vmo.sel(yq=slice(-82,-54.9))" ] }, { "cell_type": "code", "execution_count": 49, "id": "9009eaba-e8ef-458d-9195-a1b3f66bd26d", "metadata": {}, "outputs": [], "source": [ "# Create dataset\n", "ds_approach2 = xr.Dataset(\n", " {\n", " \"mask_x_transport\": ((\"yh\", \"xq\"), mask_x_transport),\n", " \"mask_y_transport\": ((\"yq\", \"xh\"), mask_y_transport),\n", " \"mask_x_transport_numbered\": ((\"yh\", \"xq\"), mask_x_transport_numbered),\n", " \"mask_y_transport_numbered\": ((\"yq\", \"xh\"), mask_y_transport_numbered),\n", " \"contour_masked_above\": ((\"yh\", \"xh\"), contour_masked_above),\n", " \"contour_mask_numbered\": ((\"yh\", \"xh\"), contour_mask_numbered),\n", " },\n", " coords={\n", " \"xh\": deptho.xh,\n", " \"yh\": deptho.yh,\n", " \"xq\": umo.xq,\n", " \"yq\": vmo.yq,\n", " },\n", ")" ] }, { "cell_type": "markdown", "id": "04c43ce5-c231-458a-b8f0-108cefed1ea8", "metadata": {}, "source": [ "And plot just to confirm that we didn't mess up anything." ] }, { "cell_type": "code", "execution_count": 51, "id": "38ee4255-3225-4623-ab51-730ae3a0c53f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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