{ "cells": [ { "cell_type": "markdown", "id": "clean-ribbon", "metadata": {}, "source": [ "# CMIP6 #" ] }, { "cell_type": "markdown", "id": "synthetic-fraction", "metadata": {}, "source": [ "Here is a quick example of how to use `Tracker.track` to detect and track **marine heatwaves** from ocean temperature data available from CMIP6.\n", "\n", "First import numpy, xarray, matplotlib, intake, cmip6_preprocessing, ocetrac, and dask:" ] }, { "cell_type": "code", "execution_count": 1, "id": "turned-audit", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "import intake\n", "from cmip6_preprocessing.preprocessing import combined_preprocessing\n", "import ocetrac \n", "from dask_gateway import Gateway\n", "from dask.distributed import Client\n", "from dask import delayed\n", "import dask\n", "dask.config.set({\"array.slicing.split_large_chunks\": False});" ] }, { "cell_type": "markdown", "id": "friendly-generation", "metadata": {}, "source": [ "Start a dask kubernetes cluster:" ] }, { "cell_type": "code", "execution_count": 2, "id": "knowing-concern", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9aafbd3bae6a47708a814bb3f3801894", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HTML(value='

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" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "col = intake.open_esm_datastore(\"https://storage.googleapis.com/cmip6/pangeo-cmip6.json\")\n", "\n", "# create a query dictionary\n", "query = col.search(experiment_id=['historical'], # all forcing of the recent past\n", " table_id='Omon', # ocean monthly data\n", " source_id='GFDL-CM4', # GFDL Climate Model 4\n", " variable_id=['tos'], # temperature ocean surface\n", " grid_label='gr', # regridded data on target grid\n", " )\n", "query" ] }, { "cell_type": "code", "execution_count": 4, "id": "corresponding-daily", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "--> The keys in the returned dictionary of datasets are constructed as follows:\n", "\t'activity_id.institution_id.source_id.experiment_id.table_id.grid_label'\n" ] }, { "data": { "text/html": [ "\n", "
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<xarray.DataArray 'tos' (time: 420, y: 180, x: 360)>\n",
       "dask.array<getitem, shape=(420, 180, 360), dtype=float32, chunksize=(120, 180, 360), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * y          (y) float64 -89.5 -88.5 -87.5 -86.5 -85.5 ... 86.5 87.5 88.5 89.5\n",
       "  * x          (x) float64 0.5 1.5 2.5 3.5 4.5 ... 355.5 356.5 357.5 358.5 359.5\n",
       "  * time       (time) object 1980-01-16 12:00:00 ... 2014-12-16 12:00:00\n",
       "    lon        (x, y) float64 0.5 0.5 0.5 0.5 0.5 ... 359.5 359.5 359.5 359.5\n",
       "    lat        (x, y) float64 -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n",
       "    member_id  <U8 'r1i1p1f1'\n",
       "Attributes:\n",
       "    cell_measures:  area: areacello\n",
       "    cell_methods:   area: mean where sea time: mean\n",
       "    comment:        Model data on the 1x1 grid includes values in all cells f...\n",
       "    interp_method:  conserve_order1\n",
       "    long_name:      Sea Surface Temperature\n",
       "    original_name:  tos\n",
       "    standard_name:  sea_surface_temperature\n",
       "    units:          degC
" ], "text/plain": [ "\n", "dask.array\n", "Coordinates:\n", " * y (y) float64 -89.5 -88.5 -87.5 -86.5 -85.5 ... 86.5 87.5 88.5 89.5\n", " * x (x) float64 0.5 1.5 2.5 3.5 4.5 ... 355.5 356.5 357.5 358.5 359.5\n", " * time (time) object 1980-01-16 12:00:00 ... 2014-12-16 12:00:00\n", " lon (x, y) float64 0.5 0.5 0.5 0.5 0.5 ... 359.5 359.5 359.5 359.5\n", " lat (x, y) float64 -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n", " member_id " ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tos.isel(time=0).plot(vmin=0, vmax=32);" ] }, { "cell_type": "markdown", "id": "guilty-florida", "metadata": {}, "source": [ "Create a binary mask for ocean points:" ] }, { "cell_type": "code", "execution_count": 6, "id": "korean-front", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1dLqaTnOVXOagMGydSiX9/E5l2rdZZMLdjqM0QWiQtPSzP4cRfMYm3XWzmc0aZBkv/f2t7fNXTU8171v3Xjrw+oZlJANCHsXurJfv48dkp9ceXmXSqg0hTVVWp3nSljj6rTIr+5PRsgoI5377ZanmfftLb61MQKhfmcc553LmdyrXQJ5XLlleWVahzaAKGlfTvdSDl23fp+lQ0MsQ1o2no/Uq70b/KrZTjHsvo+pKW9fc7oTLs3poGMscVd4uk217SpplpelxlmUbSVbL60UY3M4Dgkuoe0ZSVa0yh24PimlW5982TYmpOVPvtbdRnsNYlKFbrCGe86ErqqeXK520N4XVObNw9dEus+yl+iyPbqeDLq8M1Utm+I1pWZO0HfBlYF9CKewkYCXwTWAKcC9wjJk90euye7k7Nqs7iV1+0tTtZ9El2G1q0LuW67tPVcsb04oOcecB3zezlwMzgRXAPOBaM5sGXBvfO+dcaRihhJDmVSWFlRAkvQh4HXAigJk9CzwraTZwSJztEuA64PRell3fq5LR0GsD/rCHlKjC8TVoQ3JW+7Qq+6sf3qicrb2AR4CLJM0EbgZOA3Y2swcBzOxBSTvlnZB2daV1PZDLKk1DZ97rT1slVfeG6CyDQxkHpxuUIX9ATg7rPgD4gJndIOk8eqgekjQXmAuwx+T2m9HqJO82UqTLXq93xTZPG9bv021Ykeb/281Tp+CQlTqdYwY8V8OxjIrcotXAajO7Ib6/nBAQHpY0KZYOJgFrW33ZzOYD8yEMXZGc1iqzT3PF4ydxPtL2XW+liKvKXgaeS7uMuqjTVf5gVMvnIRRWCWZmDwH3S2oMCHIocAewEJgTP5sDXFVA8pxzri0j3Kmc5lUlRZd5PgBcKmlL4G7gPYQgdZmk9wL3Ae8oMH1uQMMcKTMPWVwNF9Gw2s+VfLt0ths+oyolhbxKNXUsIRQaEMzsVqDVKICH5rG+MlVLjALfp8WrWuZdFWbK7Opf0hGELvhjwJfN7Jym6S8GvgbsQcizP2dmF2Wy8ibVKs8MYJBGTdebfgdQa6jjb1H0w37quE/TymPfh0blsVSvTiSNAecDRwIzgOMkzWia7RTgDjObSeiS//lYq5K5oquMnOuoTle2RffJ7/Z8g17TVvbSR74l/8yeqXwgsMrM7gaQtACYTWhPbTBgW0kCtgEeB9ZnsfJmI1NCaGgMh5z1M2rdRlnt37JmNIMo6zYN8juV8Rxqd19RVmkNjcpK9QImSlqSeM1NLGoycH/i/er4WdK/AL8HrAFuA04zs/FMNqSJlxCcc64PPdyp/GiHJ6a1aplufozl4cCtwBuAvYGrJf3YzH6dNgFp1TogdLsaKOOVTZ00lxJ6fUiNG55Bq7PK3jEj63M9wzuVVwO7J97vRigJJL0HOMfC845XSboHeDlwYxYJSKplQPCMvlzKnFEUoei2hIasMvEy/r7DSNN4NjXuNwHTJE0FHgCOBd7ZNM99hJ6XP5a0M/AyQjf9zNUqIJThJHMujbI8qrOX9Zcx408rmfaxSYMvzwyeGx88IJjZekmnAosJ3U4vNLPlkk6O0y8APglcLOk2QhXT6Wb26MArb6E2AaHoE8t1VvYqhaKUJTB04r/b84Uqo2z65JjZImBR02cXJP5fA7wpk5V1UYteRncu27roJLg2GpmJZyrV120AwjIHtYYs07ghjmfU7VUltSkhOOfcsDS6ndaNBwSXGy8VdFeFqrQ0V9Vl3wbIulouuyqjMvGA0EGng7wKxWNXDX4sDUfWvbvq+EzlkQgI/TTcVeGKp8x8/9WP/6YbhV5GnccpqqL6lXkSWj0oJ8tnxbrWfN/US5bnTV00bkxLOXRFZdSqhNDqoG33vGSXvU5F8rIPhOZa89+rPa8ycs45572M8hLHA18CPGBmR0vaAfgmMAW4FzjGzJ4YZB3NpYRuz7vtZcwdbxAMut1v4FeabtjyPjfr2MuoDFt0GrAi8X4ecK2ZTQOuje+76pbhpMm8Oz1RzTN+z+xHibcbdGYm1ttmqV5VUmgJQdJuwJuBs4G/iR/PJjwVCOAS4Drg9E7Lmb7f06nWlyZD61R6aK4HH6Ug4cHAuU15lVH2/gn4CLBt4rOdzexBADN7UNJOrb4YHzIxF2CPydluhg+bvVGrnlq98kb99spU7Vin36jdPl28Zmk2g9tRz4BQWHlG0tHAWjO7uZ/vm9l8M5tlZrN2fEn//YHLdEI657IxlOGvvdtppl4N/LGko4AJwIskfQ14WNKkWDqYBKwtMI3OOfc8GT4gp1QKKyGY2RlmtpuZTSE8FOI/zex4YCEwJ842B7gq77RkUS1SV91GuHSD8+MtH3mf1+Mo1atKim5DaOUc4DJJ7yU8KegdRSSiU48jt1Gn9gG/GS09r7rMR17Hnhmsz+ABOWVTioBgZtcRehNhZo8RHhfXk06NSG74vCHZ1V0dq4xKERAGdeeyrTmofr9N6bXK8L1U0D8vJWSv9f68a+Dl1rUNoRYBwTnnhs08IDjXmZcMBlPETY/+m/Wnag3GadSvVaRJlieWF+dd3dQ5GOR5vpr5fQiVlTwwmk+ATtNc4O0CxRjFIVKykv8+Exu8l1H1pekmCZuejL029vmJ7AaVdfDtdCHk+uNtCDWR5mTwE8ZVVZpg4qW9wdR1LKORDAjOOTcQC+0IdVO/SrCc9HNF5VdhLgu9HEd+zA2vdF/HoSs8IPRgkKBQ9RO16umvqmSDvv8G3Q0rGFhsVE7zqpJqpbYggx5kVQ8KVU13Hfi+T2/Y7X5m6V5V4m0IPUrT46hTT6ZOJ7g3ZDvXnyLOnTr2MvISQkq93q/gmbvLg5cYyiFc/SvVq0q8hOCcc33wbqeuJ82lhG5Xd1mMdpnliJl+NVpOPipqOVStfSCNIp+pvLuk/5K0QtJySafFz3eQdLWku+Lf7YtKYyf9Pmy+24nc6E1SZGZc9Ppdd/77bFRI+wFifHyzVK8qKbKEsB74WzO7RdK2wM2SrgZOBK41s3MkzQPmAacXmM7fyeKhL3mcyK0eFZj2JPGMxbn+1LCAUOgzlR80s1vi/08CK4DJwGzgkjjbJcBbC0lgxXlG75J8uJaMZdioLOkISSslrYoXwa3mOUTSrbE25YeZb09UivKMpCnAK4AbgJ3N7EEIQQPYqc135kpaImnJc6wbWlqTes108xiwrNMy07RZuNFQ5/GNCku3pXx1IGkMOB84EpgBHCdpRtM82wFfBP7YzPYhx+fMFx4QJG0DXAH8lZn9Ou33zGy+mc0ys1lbsFV+CXTOuRYyKiEcCKwys7vN7FlgAaGWJOmdwJVmdl9Yr63NfGOiQgOCpC0IweBSM7syfvywpElx+iQgt40fpqpefbnyatUBoVW1j1cFZc+A8XGlegETG7UZ8TU3sajJwP2J96vjZ0nTge0lXSfpZknvzmu7iuxlJOArwAoz+8fEpIXAnPj/HOCqYaetk167kqadp9fvpV1mp2qlXjMKz1iqodGbLU2vtjooZBsNMKV7waON2oz4mp9YUqsiRHNF0+bAK4E3A4cDfy9peh6bVWQJ4dXACcAbYmPJrZKOAs4B3ijpLuCN8X2p9POwnCwVVdrwUk55JQO/dxsejozGMloN7J54vxuwpsU83zez35jZo8CPgFyiYJG9jK43M5nZfma2f3wtMrPHzOxQM5sW/z5eVBoHkddJmfUy0wa3UbjSrIPk8eFBIWcZNCoDNwHTJE2VtCVwLKGWJOkq4LWSNpe0NXAQoVdm5gpvVK6qThlklifiME7qNJm9Zy7VlHyc6yhVI+UvXYNyt0ZlM1sPnAosJmTyl5nZckknSzo5zrMC+D6wDLgR+LKZ3Z7HVvnQFc4514+M7kwzs0XAoqbPLmh6/1ngs9mssT0PCBmoytWzj4Ezmrr1QnJ9MLDx+g1u51VGA6hi8bsqwcvlw3//LCnlqzo8IAyoKidYFl1YnSujKt+pXDZeZTSg5gHven2QThpZV/V4AHDdNI7rLAZ0rK2KZfZpeEDIQKvMugpdTt1o6nYcNR/P7S5GynQ8Dr19rHFjWs14QHDOuT74A3JcYZL9yftRtcZvV4zkceLHTBfjSveqEA8IOShTUbqhjGly1Va2XnbDPsZl6V5VUouAMH2/p0vx6MlhqPv2ueKUKXPv19DOj7Q9jCoWELwNYcT00mukkUF4EHKdlK0nUrKBuVW6xiZlsRZ5o7JzzrmoYlf/adQyIBR5q36ZrpScG5Y87r8ZxFDSMJ7/Kvoh6dXArWb2G0nHAwcA55nZL7p9txZtCGVRhhOhG68ucnmrQ1tEV709IGfYvgQ8LWkm8BHgF8BX03yxtAFB0hGSVkpaJWle0enppuwZZy8n6Uic0C5Xo3AMlbiX0XozM8Kzmc8zs/OAbdN8sZQBQdIYcD5wJDADOE7SjGJT1V7Zg0FDmpM07V2qzo288vYyelLSGYQnUn435qdbpPli14Ag6VRJ2w+YwF4dCKwys7vN7FlgASHalU5VgkGaG9uGNQSHKx8P/LXyZ8A64CQzewiYTMpnKaQpIewC3CTpsliNM4xKscnA/Yn3q+NnvyNprqQlkpY88tiGISTJOec2KmuVUQwClwIvlnQ08Fszy6YNwcz+DpgGfAU4EbhL0qcl7d1/krtqFXQ22bVmNt/MZpnZrB1fMpZjUurDr/ZdK1466INR2qErJB1DeNTmO4BjgBsk/Wma76ZqQ4gNFA/F13pge+BySef2leLuVgO7J97vBqzJaV19q2oGmzYD6HX7yjaUgStW41io7TFR3jaEM4FXmdkcM3s3oQr+79N8MU0bwgcl3QycC/x/4PfN7P3AK4G395/mjm4CpkmaKmlL4FhgYT8LqmqmnZc8H5TTPHRIbTMCl1qdg0JZq4yAzcxsbeL9Y6S8+E9zY9pE4E+ab2ows/FYP5U5M1sv6VRgMTAGXGhmy/tdXh5jpVc90LQbbiCr7WrOCKq+v9zgms/Byh8T5b1T+XuSFgPfiO//DFiU5otp2hA+1u4ONzNbkTqJPTKzRWY23cz2NrOz81rPKBrGidi8Dq9OKqcif5PKHw/lrTIy4F+B/YCZwPy0X6zl0BXOOZenkg9t/UYzOx24svGBpE8Ap3f7YilvTCu7yhd1KaaUADW4KqyZoo/lSh8PJetlJOn9km4DXiZpWeJ1D7AszTI8ILihq3QmUENlCApVPCZK2Kj8deAthA44b0m8Xmlmx6dZwMgEhCwP+ioevGkMY7uKznycy0zJ2hDM7Fdmdq+ZHWdmv0i8Hk+7jJEJCK67PDLrZFfU5r+uPIr+TYpef89Slg5K3M7Qkjcqu6Go3AnvXDcVy+zT8IDgnHN9UEkfkDMIrzJyzhXKS4/l4QGhT3VtWHZumCodDErWqJwFDwguU+0CpQfQ8qt05jxs3qhcbZ4h5Su5f9uNk+RcrVQss0/DSwg5GPXg48Gguvy360ENq4xGpoTgnHNZEd7LyKUwKtUljeEGeikNVXWIglEzCsfvwDJsQ4iPJl4paZWkeR3me5WkDWmfftYPDwh98uGdN2re7lHeF3XhQSGFDKqMJI0B5wNHAjOA4yTNaDPfPxCeEZObQgKCpM9K+p84Et+/S9ouMe2MGClXSjq8iPR10vxUsFGUNrP3oFBteR/nlT+PsmlDOBBYZWZ3m9mzwAJgdov5PgBcAaxtMS0zRZUQrgb2NbP9gDuBMwBiZDwW2Ac4AvhijIyuJHrN5L20UG2Vz7Rz1EOV0URJSxKvuYnFTAbuT7xfHT/buB5pMvA24IKcN6mYRmUz+0Hi7U+BRp3YbGCBma0D7pG0ihBB/3vISXTOuc7S9yB61MxmtZnW6oEJzUv+J+B0M9sg5ft8hTL0MjoJ+Gb8fzIhQDQ8L1o2xCg7F2CPyflvhl8pOZedyp9Pllkvo9XA7on3uwFrmuaZBSyIwWAicJSk9Wb27UxSkJBbTirpGmCXFpPONLOr4jxnAuuBSxtfazF/yzhsZvOJzwqdNXNC11i9eM1Sr7roU9b7rbG8ymcKbrRlc4/BTcA0SVOBBwhV5u/cZDVmUxv/S7oY+E4ewQByDAhmdlin6ZLmAEcDh5pZY9emiZaFGJXupEl5B9BR3KeuPrIYlsLM1ks6ldB7aAy40MyWSzo5Ts+93SCpkCojSUcQHvj8ejN7OjFpIfB1Sf8I7ApMA27Mar3DKCXUJYPz0pTLWl3Ojd/J6C5kM1sELGr6rGUgMLMTs1lra0W1IfwLsBVwdawX+6mZnRwj42XAHYSqpFPMbENBaXTOZaSWwaBiw1KkUVQvo5d2mHY2cPYQk+Occz0R1RvJNA2/Uzml2l3hlIRXTdVfXc8dH/56RKU5oOt60A+DNy7XV61/14pl9mmMXAmh1gdohXlJwVWOD3/tnHOOClYHpeEBwTnX1iAlt9qXxj0gOOecA39ATm30cuVS+6sc51xf6tjLaCQDQlqjHAxGedvd4Gp//KRtUK5YQBjZKqNuw1jU/oDOSKsnx2WxHOdKr2KZfRojGxBc/zpl3v2MF+XBoD5G5bes653KHhCiUTmQ+9HrvmnM7/cWuDrTeP0iggcE55zrVQXbB9IY6YDgpYLOBt0/aaqP/Dcor7QlvFH9DetYZeS9jFyuRjWzGCUjWzXovYycc86BlxAyJ+lDkkzSxMRnZ0haJWmlpMOLTJ/LRqtSwuI1SzMvPYzslWoOfF+m4CWE7EjaHXgjcF/isxmEh0zvQ3iE5jWSpvtT06pvWFVHPpT2cIz8PjYfuiJr/xf4CJvG0NnAAjNbZ2b3AKuAA4tInHPOtdO4D8GHrsiApD8GHjCz5suMycD9ifer42etljFX0hJJSx55zAsQzrkhM0v3qpDcqowkXQPs0mLSmcBHgTe1+lqLz1ruUTObD8wHmDVzQrX2usvFyFdjDEE/d6LXVdWu/tPIrYRgZoeZ2b7NL+BuYCqwVNK9wG7ALZJ2IZQIdk8sZjdgTV5pdMXJMlPxDCp73YYnGXk1Hdxu6FVGZnabme1kZlPMbAohCBxgZg8BC4FjJW0laSowDbhx2Gl0+fIM3NWBxtO9qqRU9yGY2XJJlwF3AOuBU7yHkXOujKqW2adReECIpYTk+7OBs4tJjRuGLKscvJupK4RRuQbjNAoPCM71y4NBfrxar7s6Nip7QHCV5MFguHxft+ABwbly8AzKFckfkOOcG1mNKiQPxJGZPyDHOedcVL944AHBObepVg3KXjJ4Pq8ycs45F0oHNawy8iemOec20Vwa8NJBGz50hXPOOchu+GtJR8QHgq2SNK/F9HdJWhZfP5GU200iXmXknGvLSwftZdHLSNIYcD7hYWGrgZskLTSzOxKz3QO83syekHQkYZTngwZeeQteQnDOuV5lN9rpgcAqM7vbzJ4FFhAeFLZxVWY/MbMn4tufEkaBzoWXEJxzz+Mlg87CjWmpSwgTJS1JvJ8fn+cCrR8K1unq/73A99KuuFceEJxzHfkwIW2kH+30UTOb1WZa6oeCSfojQkB4Teo198gDgnOuIw8GrfVQQugk1UPBJO0HfBk40swey2LFrXgbgnPO9Sq7NoSbgGmSpkraEjiW8KCw35G0B3AlcIKZ3ZndRjxfYQFB0gdiV6vlks5NfH5G7H61UtLhRaXPOefaC2MZpXl1XIrZeuBUYDGwArgsPijsZEknx9k+BrwE+KKkW5vaIzJVSJVRrAubDexnZusk7RQ/n0GIkPsAuwLXSJruT01zzpVORg/IMbNFwKKmzy5I/P8+4H2ZrKyLokoI7wfOMbN1AGa2Nn4+G1hgZuvM7B5gFaFblnPOlYfV85nKRQWE6cBrJd0g6YeSXhU/b9UFa/LQU+ecc92YpXtVSG5VRpKuAXZpMenMuN7tgYOBVwGXSdqL3rpgzQXmAuwx2TtLOeeGrFp5fSq55aRmdli7aZLeD1xpZgbcKGkcmEjKLlhx+fMJt3Aza+aEGv40zrky03jF6oNSKKrK6NvAGwAkTQe2BB4ldLc6VtJWkqYC04AbC0qjc861ZoQb09K8KqSoupYLgQsl3Q48C8yJpYXlki4D7gDWA6d4DyPnXNkIy+rGtFIpJCDEQZyObzPtbODs4abIOed65AHBOeccUMuA4ENXOOd61uq5yyPF2xBcPxonTlEDhLU7cVulJzmvD2jmWhn5QJBQx15GHhCcc65n1bvpLA0PCDlKXk3lNaZ8v1ds3b6XdrmL1yztKQ1e8nC1YHhAcO2lyRTTzNMtwyxbkb3X9BRdheZcZupXY+QBIY12V/d5ZM6d6vHLFgwG0WlbPFiUR/LYr9PxlwW/D6Fi+r0ib/W9Ik6GUT0BvXG7HJqrPOsgbMdd2SzMA0I53bls69zq0l2xeukl5bJT5WAwlPSawYb61RnVIiA459zQeQnBuXLIq9dWFTVfEWexX3rtPVYWQ02zBwTniuVB4PmaM+9+G+yr1gOs0IBlQJfnJVeRBwRXCVXJpNJK0zaSRykoq+7RRSpH+gzM2xCcG7qqBoN+Mq7m7zT3uBrlHljlCASR4Y3KzrmNhp1BdQoWRcij7SLNekrD2xCcc84BHhCyIml/4AJgAuHJaH9pZjfGaWcA7wU2AB80s8VFpNGVR5l6FJX2arUEsqzOKv9+9sHtsnQu8Akz+56ko+L7QyTNAI4F9gF2Ba6RNN0fo+n6HUKh34yp/BlSubXaf1Ubp6sjA3z468wY8KL4/4uBNfH/2cACM1sH3CNpFXAg8N/DT6IrmywaaV1xavdbeAkhM38FLJb0OcJT2/4wfj4Z+GlivtXxs+eRNBeYCzCBrXNLqHPOPZ8PXdETSdcAu7SYdCZwKPDXZnaFpGOArwCHAWoxf8swbGbzgfkAL9IO9QvVzrnyMjC/DyE9Mzus3TRJXwVOi2+/BXw5/r8a2D0x625srE5yzrnyqOGdypsVtN41wOvj/29g43i0C4FjJW0laSowDbixgPQ551xnZuleFVJUG8KfA+dJ2hz4LbEtwMyWS7oMuIPQHfUU72HknCsdM+9llBUzux54ZZtpZwNnDzdFzjnXo4pd/afhdyo751zPDNtQv8oLDwjOOdcrH/7aOefc79Sw22lRvYycc66yDLBxS/XqRtIRklZKWiVpXovpkvTPcfoySQfksU3gAcE553pn8QE5aV4dSBoDzgeOBGYAx8Ux3ZKOJHTBn0bokfml7Dco8IDgnHN9sA0bUr26OBBYZWZ3m9mzwALCmG5Js4GvWvBTYDtJk7Lfopq0ITzJE09dY5evLDodLUwEHi06EU08Tel4mtIrY7o6pWnPQRf+JE8svsYun5hy9gmSliTez49D70AYq+3+xLTVwEFN3281z2TgwR6SnEotAgKw0sxmFZ2IZpKWlC1dnqZ0PE3plTFdeafJzI7IaFFpxm9LPcbboLzKyDnnipNm/LahjfHmAcE554pzEzBN0lRJWxIeELawaZ6FwLtjb6ODgV+ZWebVRVCfKqP53WcpRBnT5WlKx9OUXhnTVcY0PY+ZrZd0KrAYGAMujGO6nRynXwAsAo4CVgFPA+/JKz2yGo7H4ZxzrndeZeSccw7wgOCccy6qfEDodtv3ENNxr6TbJN3a6HMsaQdJV0u6K/7dPuc0XChpraTbE5+1TYOkM+J+Wynp8CGm6SxJD8R9dauko4acpt0l/ZekFZKWSzotfl70vmqXrsL2l6QJkm6UtDSm6RPx88L2VYc0FXpc1YKZVfZFaIT5ObAXsCWwFJhRUFruBSY2fXYuMC/+Pw/4h5zT8DrgAOD2bmkg3Ca/FNgKmBr349iQ0nQW8KEW8w4rTZOAA+L/2wJ3xnUXva/apauw/UXoA79N/H8L4Abg4CL3VYc0FXpc1eFV9RJCmtu+izQbuCT+fwnw1jxXZmY/Ah5PmYbZwAIzW2dm9xB6MBw4pDS1M6w0PWhmt8T/nwRWEO78LHpftUtXO7mny4Kn4tst4ssocF91SFM7Q/n96qDqAaHdLd1FMOAHkm6WNDd+trPF/sLx704FpKtdGored6fGkRsvTFQ3DD1NkqYAryBcZZZmXzWlCwrcX5LGJN0KrAWuNrPC91WbNEFJjquqqnpAGNot3Sm82swOIIxMeIqk1xWUjrSK3HdfAvYG9ieMx/L5ItIkaRvgCuCvzOzXnWZt8dkw01Xo/jKzDWa2P+EO2QMl7dth9iLTVIrjqsqqHhCGdkt3N2a2Jv5dC/w7oUj6sOKohPHv2gKS1i4Nhe07M3s4ntDjwP9jY/F9aGmStAUh073UzK6MHxe+r1qlqwz7K6bjl8B1wBGUYF81p6ks+6nKqh4Q0tz2nTtJL5S0beN/4E3A7TEtc+Jsc4Crhp22DmlYCBwraStJUwljrd84jARp06F730bYV0NLkyQBXwFWmNk/JiYVuq/apavI/SVpR0nbxf9fABwG/A8F7qt2aSr6uKqFolu1B30Rbum+k9Bz4MyC0rAXoRfDUmB5Ix3AS4Brgbvi3x1yTsc3CEXl5whXRe/tlAbgzLjfVgJHDjFN/wbcBiwjnKyThpym1xCqDJYBt8bXUSXYV+3SVdj+AvYDfhbXfTvwsW7HdoFpKvS4qsPLh65wzjkHVL/KyDnnXEY8IDjnnAM8IDjnnIs8IDjnnAM8IDjnnIs8IDjnnAM8IDjnnIs8ILjakfSqOMDZhHgX+fIu4+845/BnKruakvQpYALwAmC1mX2m4CQ5V3oeEFwtxbGtbgJ+C/yhmW0oOEnOlZ5XGbm62gHYhvDksQkFp8W5SvASgqslSQsJT9CbShjk7NSCk+Rc6W1edAKcy5qkdwPrzezrksaAn0h6g5n9Z9Fpc67MvITgnHMO8DYE55xzkQcE55xzgAcE55xzkQcE55xzgAcE55xzkQcE55xzgAcE55xz0f8CzbpFqLlLjn4AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mask_ocean = 1 * np.ones(tos.shape[1:]) * np.isfinite(tos.isel(time=0)) \n", "mask_land = 0 * np.ones(tos.shape[1:]) * np.isnan(tos.isel(time=0)) \n", "mask = mask_ocean + mask_land\n", "mask.plot()" ] }, { "cell_type": "markdown", "id": "breathing-transaction", "metadata": {}, "source": [ "### Preprocess the Data\n", "\n", "We will simply define monthly anomalies by subtracting the monthly climatology averaged across 1980–2014. Anomalies that exceed the monthly 90th percentile will be considered here as extreme. \n" ] }, { "cell_type": "code", "execution_count": 7, "id": "wound-class", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/srv/conda/envs/notebook/lib/python3.8/site-packages/xarray/core/indexing.py:1369: PerformanceWarning: Slicing with an out-of-order index is generating 35 times more chunks\n", " return self.array[key]\n" ] } ], "source": [ "climatology = tos.groupby(tos.time.dt.month).mean()\n", "anomaly = tos.groupby(tos.time.dt.month) - climatology\n", "\n", "# Rechunk time dim\n", "if tos.chunks:\n", " tos = tos.chunk({'time': -1})\n", "\n", "percentile = .9\n", "threshold = tos.groupby(tos.time.dt.month).quantile(percentile, dim='time', keep_attrs=True, skipna=True)\n", "hot_water = anomaly.groupby(tos.time.dt.month).where(tos.groupby(tos.time.dt.month)>threshold)" ] }, { "cell_type": "code", "execution_count": 8, "id": "following-ghana", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 661 ms, sys: 136 ms, total: 797 ms\n", "Wall time: 1min 46s\n" ] } ], "source": [ "%%time\n", "hot_water.load()\n", "client.close()" ] }, { "cell_type": "markdown", "id": "applicable-jefferson", "metadata": {}, "source": [ "The plots below shows sea surface temperature anomalies averaged for the month of January 1980. The right panel shows only the **extreme** anomalies exceeding the 90th percentile." ] }, { "cell_type": "code", "execution_count": 9, "id": "genetic-capacity", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/srv/conda/envs/notebook/lib/python3.8/site-packages/dask/array/numpy_compat.py:40: RuntimeWarning: invalid value encountered in true_divide\n", " x = np.divide(x1, x2, out)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(16,3))\n", "\n", "ax1 = plt.subplot(121);anomaly.isel(time=0).plot(cmap='RdBu_r', vmin=-2, vmax=2, extend='both')\n", "mask.where(mask==0).plot.contourf(colors='k', add_colorbar=False); ax1.set_aspect('equal');\n", "\n", "ax2 = plt.subplot(122); hot_water.isel(time=0).plot(cmap='Reds', vmin=0);\n", "mask.where(mask==0).plot.contourf(colors='k', add_colorbar=False); ax2.set_aspect('equal');" ] }, { "cell_type": "markdown", "id": "amino-organizer", "metadata": {}, "source": [ "### Run Ocetrac" ] }, { "cell_type": "markdown", "id": "artificial-carter", "metadata": {}, "source": [ "Using the extreme SST anomalies only, we use Ocetrac to label and track marine heatwave events.\n", "\n", "We need to define two key parameters that can be tuned bases on the resolution of the dataset and distribution of data. The first is `radius` which represents the number of grid cells defining the width of the structuring element used in the morphological operations (i.e., opening and closing). The second is `min_size_quartile` that is used as a threshold to subsample the objects accroding the the distribution of object area. " ] }, { "cell_type": "code", "execution_count": 10, "id": "magnetic-university", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "minimum area: 107.0\n", "inital objects identified \t 15682\n", "final objects tracked \t 903\n", "CPU times: user 37.1 s, sys: 1.44 s, total: 38.5 s\n", "Wall time: 38.6 s\n" ] } ], "source": [ "%%time \n", "Tracker = ocetrac.Tracker(hot_water, mask, radius=2, min_size_quartile=0.75, timedim = 'time', xdim = 'x', ydim='y', positive=True)\n", "blobs = Tracker.track()" ] }, { "cell_type": "markdown", "id": "intense-saver", "metadata": {}, "source": [ "**Let's take a look at some of the attributes.**\n", "\n", "There were over 15,500 MHW object detected. After connecting these events in time and eliminating objects smaller than the 75th percentle (equivalent to the area of 107 grid cells), 903 total MHWs are identified between 1980–2014. " ] }, { "cell_type": "code", "execution_count": 11, "id": "engaging-shelter", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'inital objects identified': 15682,\n", " 'final objects tracked': 903,\n", " 'radius': 2,\n", " 'size quantile threshold': 0.75,\n", " 'min area': 107.0,\n", " 'percent area reject': 0.17453639541742397,\n", " 'percent area accept': 0.8254636045825761}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "blobs.attrs" ] }, { "cell_type": "markdown", "id": "level-accessory", "metadata": {}, "source": [ "### Visualize Output\n", "\n", "Plot the labeled marine heatwaves on January 1980 and compare it to the input image of the preprocessed extreme sea surface temperature anomalies." ] }, { "cell_type": "code", "execution_count": 12, "id": "alone-communist", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "maxl = int(np.nanmax(blobs.values))\n", "cm = ListedColormap(np.random.random(size=(maxl, 3)).tolist())\n", "\n", "plt.figure(figsize=(16,3))\n", "ax1 = plt.subplot(121);blobs.isel(time=0).plot(cmap= cm)\n", "mask.where(mask==0).plot.contourf(colors='k', add_colorbar=False); ax1.set_aspect('equal')\n", "ax2 = plt.subplot(122); hot_water.isel(time=0).plot(cmap='Reds', vmin=0);\n", "mask.where(mask==0).plot.contourf(colors='k', add_colorbar=False); ax2.set_aspect('equal');" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:notebook] *", "language": "python", "name": "conda-env-notebook-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 5 }