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@apatlpo
Created February 10, 2020 08:43
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fsturb a0, a1
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Internal Tide and BALanced Turbulence configuration (ITBALT), overview\n",
"\n",
"Next things to try:\n",
"\n",
"..."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home1/datahome/aponte/.miniconda3/envs/equinox/lib/python3.7/site-packages/distributed/utils.py:137: RuntimeWarning: Couldn't detect a suitable IP address for reaching '8.8.8.8', defaulting to '127.0.0.1': [Errno 101] Network is unreachable\n",
" RuntimeWarning,\n"
]
}
],
"source": [
"%matplotlib inline\n",
"import matplotlib as mpl\n",
"from matplotlib import pyplot as plt\n",
"\n",
"import numpy as np\n",
"import xarray as xr\n",
"\n",
"import xrft\n",
"\n",
"import crocosi.postp as pp\n",
"import crocosi.gridop as op"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table style=\"border: 2px solid white;\">\n",
"<tr>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Client</h3>\n",
"<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n",
" <li><b>Scheduler: </b>tcp://127.0.0.1:59746</li>\n",
" <li><b>Dashboard: </b><a href='http://127.0.0.1:8787/status' target='_blank'>http://127.0.0.1:8787/status</a>\n",
"</ul>\n",
"</td>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Cluster</h3>\n",
"<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n",
" <li><b>Workers: </b>8</li>\n",
" <li><b>Cores: </b>56</li>\n",
" <li><b>Memory: </b>107.37 GB</li>\n",
"</ul>\n",
"</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<Client: 'tcp://127.0.0.1:59746' processes=8 threads=56, memory=107.37 GB>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from dask.distributed import Client, LocalCluster\n",
"#\n",
"cluster = LocalCluster()\n",
"#\n",
"#from dask_jobqueue import PBSCluster\n",
"#cluster = PBSCluster()\n",
"#w = cluster.scale(28*1)\n",
"#\n",
"client = Client(cluster)\n",
"client"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Analysing directory /home1/scratch/aponte/fsturb_4km_0a1000j_a1/\n",
"Found 8 segments\n",
"Found 8 grid files\n",
"Found 16 surf files\n",
"Detected time step of 300.0 s\n",
"Detected theta_s = 5.0\n",
"Detected theta_b = 0.0\n",
"Detected Hc = 100.0 m\n",
"Detected rho0 = 1000.0 kg/m^3\n",
"Detected H = 4000.0 m\n",
"Found 9 columns in output.mpi:\n",
"['STEP', 'time[DAYS]', 'KINETIC_ENRG', 'POTEN_ENRG', 'TOTAL_ENRG', 'NET_VOLUME', 'trd', 'ENSTROPHY', 'BTKIN_ENRG']\n",
"Opening NC datasets: ['grid', 'surf']\n",
"Grid size: (L ,M, N) = (258, 722, 50)\n"
]
}
],
"source": [
"root_path = '/home1/scratch/aponte/'\n",
"#root_path = '/home/c11-data/Test_aponte/fsturb/'\n",
"#run = 'fsturb_4km_dt1d_0a1000j_relax/'\n",
"run = 'fsturb_4km_0a1000j_a1/'\n",
"\n",
"#r = pp.Run(root_path+run, prefix='file_', open_nc=['surf'], verbose=True)\n",
"r = pp.Run(root_path+run, open_nc=['surf'], tdir_max= 8,verbose=True)\n",
"r['surf'] = r['surf'].rename({'time_instant': 'time'})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"## utils"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def plot_Fy(r, ax=None, scale=1, ls='--', color='k', **kwargs):\n",
" p = r.params_output\n",
" ymid = p['fst_ymid']*scale\n",
" ywid = p['fst_ywid']*scale\n",
" if ax is not None:\n",
" ax.axhline(ymid-ywid, ls=ls, color=color)\n",
" ax.axhline(ymid+ywid, ls=ls, color=color)\n",
" else:\n",
" plt.axhline(ymid+ywid, ls=ls, color=color)\n",
" plt.axhline(ymid-ywid, ls=ls, color=color)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"## bulk statistics"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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do+gQHHjO8r8u3smbKw9ycWxfZo7tgYjw4nf7OJCzlwt7daCbwJ+uHsjAyHasK9zO/HUpvDjiQsLbWutJTD7JwaWruTimI6v3Z/HnjcLXvxtFdPvWlWJZuiMd2MiNl41gRPeq79dvKE3x7/60hojNlYvAqYDzAJXRwNE6lKlERGYCU4BbTW2nIsqrrU7K5LrXVpNeaCr1/17eQKMnLd91jOQThXy/O4Ot59k7439WHuSTjanc8/4m0nNq73t+yfY0NiVn8/jkAax4OJ7XbxtOYUkZn25KPa84qrPjaC4pJ05x59gelQ7+AH+Y1J/4fuE89dVO/vTFdsrLDR9vTGFcn47MnzWGD+8ew8BI6+Ls7WN7UFJWzgc/n22y+CLxCAF+Prx663BevWUYeaVn+/SvKDE5G39fqdSEpOqfKwlgPRAjIj1FJACYDiyqUGYRcLt9N9AYIMcYk1bTSkVkItZF32uMMfVz64BqkXan53LHW+vpGxHMkHBfFq5PIeWE9Sez8fAJhvz5W575ejdgJQN3e2WszpJtabQO8CXAz4cF61POa13Ld2UQGRKECDzx5fZK97hX9NH6FLqGteJX43oiYh0MY7uGsmB9cq116+LbncfwEbh8QKcql/v7+vCfmSO5++KefPBzMg/MTyT15KkqBy/vHR7M5f07MW/lQU4WlFBaVs5XW9OYMCCCdkH+TBzUhb7tffjg52ROFpRUqr/p8EkGRoYQ5F/19QZVf2pNAMYYB3A/sBTYBSw0xuwQkdkiMtsutgQ4ACQBbwD3nq4vIvOBNUA/EUkVkbvsRa8AbYFlIrJZRObU106plmXuDwcI9Pdh/t1juPOCAHx8hJe/32e1Ky/eRX6xgzk/7GdzSjZ//Hwbw/6yzG5GqLuCYgcJe45zU1xXpg6JZNHmo+ScqltiycwvZmdaLreO6c7vJvRl2c5jPPTRZl5avo+kjHwy8opYvT/zzIH9eF4xq5IyuSY28py7b2aM7MreY/lsSq7/vuK/3ZFOXPewKn/9n+brIzw2aQCX9A3nv9vSCGnlz5UDq27OemRif/KLHfxtyS5eT9jPiYISrh8RdWb59TEBHMst4rIXEjhwPJ/SsnJ+PpDFiYISNqdmM7J7+3rfR1WZS1eUjDFLsA7yzvPmOH02wH3V1J1Rzfw+roepvFVZuWHFngwmDIigQ3Ag7YN8uHV0N95dc5ieHYPZkpLNk1MG8voP+7n21VVn6j21aAeX9g2v86/I73Ydo9hRzuTBXWgd4MuiLUe4+f+t4cmpAxnbu+onUauzKikTgHF9OjI4KoSMvGLeXXOI0jLDS8v34SNCSVk5z94whJviurJkWxrlBq6JjTpnPVNjI3l68U4WrEtmRD0dIJOzCnn0s63sTs/j8ckDai3v4yP866ZY/v71bq66oHO132+/zm355ZjuvLPGaga6sFcH4vuePbvoF+bLF/ddxMx563joo82Etw3iu13Hziy/tF/13SSo+qNdQagmLTH5JCcLS7nMqWninvjeBPj68I9vdtM3IpjbL+zOn662Dl6X9g3n7TtHkpZTxH+31tgKWa30nCLe+OkAkSFBxHVvz6CoEObeHkd2YSm3vPEzv5mfyFurDro8YMfKfZmEtPJnUFQIPj7CE1MGsvvpSWz40xXcPLIro3qGEdYmgGe/2U1eUSmfJx6hf+e2lZ4UbRPox7RhUXy55WilPued5RaVujzG7b++28vq/Vn0Cm/DdcOjaq8AdAgO5PkbY5lQza//056cegGv3jKc+XeP4YNfj67U/86Q6FCemDKQLak5fLfrGDeMiGZAl3ZMvKAzF7mZZFXdaFcQqkn7blcGfj7CxU4dZ3VqG8S8O0by9fY0Zo7tgZ+vD9OGRjGsa3siQ4Pw9RF6dWzDe2sPc93wKLceHPpmezq/mZ9IuTG8cFPsmYPW+H6dSPjfeJ74Yjsfb0xl0ZajJCZn8+L0oTWu3xjDT/syuahPh3Oac3x9hI7BgfztF4MB2JqazTWvrGLKyys5nFV4JqFVdN/4PnyyIZV/fruXF26KrbT8ZEEJU15eSWZ+MZ/eM7bGfc0tKuXr7WncNqYbf712cK3fjbt8fYSra+lI7brh0fj7+uDvK0wcVLcuHlTd6RmAarKMMSzbmc7oXmGVen+8sHcH/jJtEL3Dz94X3a1Da/x8fRAR7hzXk80p1mhQ5eWGotIyjuXW/KvYGMPfv95Fr/A2fP/7eKYNPfcXcZC/L8/dGMv6x6/gdxP6smjLUd5ZfYjPE1N5Y2txlWcEW1NzSM8tYny/qi+unjYkOpTnb4zFR4S47u25ZXTVXQVEhbbijot68Omm1CrHu31v7WGOZJ+i2FHOjXPW8Oc1p6q962jxljSKSsu5cUTlC7mNaWpspB78PUQTgGqy1h86yf7jBUwZUnnwjtpMH9mVqy6I4Lmlexj81FIGPvkNo//v8mpvPQTrOYPDWYXcNa4n3TpUvj/9tPC2gdw3vg+X9rVui3zooy2sOurgyS+3s3RHOsYYSsvKKSot442fDhAc6MeVA6vv+fG0G0ZEs+LheD65ZyytA6o/Of/N5TFEtAvkqa/OHe+2rNywYF0y4/p05NN7LqRPp2AO5pTzyKdbScup3GS0cEOKdWdVtN5u6a20CUg1We+sPkS7IL8qR2+qjb+vD3NuG8HirWmsP3SCkFb+fLn5KC99v49pQyOrbLb5bNMRgvx9mORCb5O+PsJ/Zsbx0YYUyg3M+34nCzeksnBDKnHd27P/eD45p0opN9Y1C3ce3qpNcKAfv7+yH498spWlO46d6Vb4002pHM0p4okpAxnRPYyvHhjHn95ZxsK9WVz/2mq+eeiSMwOQ7E7PZXNKNn+6eoBX9a2jzqUJQDVJhzIL+Hp7Gndf3KvGX8M1ERGmxp4ddDsytBWPfbaNbUdyGBJ9buezRaVlLN6axpUDOxMc6Nr2/Hx9uHW01elZp/wDhPWJZc3+LF5dkURYmwDG9u6Ij4/wwGX1f8PbdcOimPPDfp7/dg/j+4fz4c/JPL14J8O6hZ5zcfaK7v5cNz6O619fzSvfJ3H/ZX1YvusYc388SHCgH9cN976+ddRZmgBUtbLyizl8opAhUSHsy8jnaPYpl7oxqA8vLt+Hn68Pd13cs97WOXlwF55atIOFG1IqJYClO9LJOVXKjXF1OyAG+gkje4QxskcYd17UAx8R2riYSOrCz9eH30/ox30fbqLfn74B4IoBnXhpxjD8fM9t2R3erT03DI9m7o8HeHfNIYpKy+kYHMiL04cS1iagwWJUTZ8mAFWlsnLDrW/+zO70PDq0CSDLfmLz49kXMrKa8VTry0frk/k88Qj3j+9Dp7ZB9bbekFb+TB7chS8Tj/L45IHnjBw1f10y3cJa18vth40x6AjA5MGdefWW4exJzyUmoi1XD+5S7VCHD1/VjyXb0igzhv/MjOPSvuGVEoXyPvoXoKq07LCD3el5Z5pPottbna8t2lxrF0/nxVFWzl8X72JMrzAemtC33tc/fWRX8oodfJZ4tk+dvcfyWHvgBNNHda11rNimRMS6zfJ3V/ZjamxkjbFHtAvim99ewve/j+fyARF68FeAngGoKqScKGTBnhIu69+Jl6YPpdhRjq+PcM/7G0nYm4ExptYLh3/4ZCtJx/N5765RbrXh7ziaS16xg9vGdK91EJK6GNUzjCHRIbzx4wGmj+yGAK+tSCLQz4cZLo4V21x1Dav+ziblnfRngKrkjZ8OAPDYpP6ICEH+vvj7+nBpv06knDjFwcyCGusfzirgow0pbDx8kr98tbPGshX9fDALsA7UDUFEuDe+D4eyCrnk2RVc8H+W8sXmo/xyTHfaa3u48jJ6BqDOUV5uWLojneGdfImJOLcrgvi+1tO4CXuO0yu8+oEp3lp1CH9f4ZrYKBasTyGsTQB3jetJaOuAWn/Vrzt4gl4d29Rr239FV10QwSMT+/HzgRP0Dg9mYGQ7rol1/1ZTpZo7TQDqHBuTT3Ist5hre1TuFbJrWGt6hbfhh73H+dW4qu/OySks5eMNKUwdEslzNwwh0N+H1xL281rCfq6JjeSlGcOq3XZZuWHdwRNMduE+/PNx+izg3vgG3YxSTZ42Aalz/HdrGgF+PgztVHUvj5f2DWftgawquz04lFnA7z/eQkFJGXdf0gsfH+Fv1w7iH9cPZni3UBZtOcrOo7nVbntXWi65RQ5G92rcUaCU8laaANQZpWXlLN56lPH9wmlVzfir8f06UewoZ+GGcwdIycgt4ppXVvLj3uM8MrEfA7pYo0OJCDeP7MZbd4yidYAv7609VO22319rdR18UR/tCVKpxqAJQJ2xYncGmfkl3BRXfedgo3uG0b9zW578csc53S2/8dMBCkrKWPybcdwbX/nJ15DW1uAhX29Pp7Ss/Jxl+cUObnljLQvWp3DDiOgGbf9XSp2lCUCdsXBDKuFtA7m0b/WDcQT5WwN5DO8Wyv9+soV9x/JYuS+T99Ye5urBXehb4cKxsylDIskuLGWlPUDKaW/+dID1h07yz5tiee6GIfW2P0qpmmkC8FLGGJ78cjsvL98HwMHMAlbsyeD64dG1PiQU5O/L67eNoHWAL1NeXsnMt9bRo0MbnpgysMZ6F/ftSNsgv3MeJsstKmXeyoNMGBjBdcOjtWMypRqR3gXkpfYey+dde7i+nFOlfL09nQBfH+6q5u6eiiLaBbFg1oW8+dMBQlr7c++lfWrt8TLQz5dJgzqzcEMqq5IyuWV0N3JOlZJb5ODBy2POe5+UUu7RBOClnJth3lx5kD6dgnntF8MJb1v9oOAV9ekUzDPXu9dk8/jVA+kVHsyGQyf493fW2ceUIV0YFKV90ivV2DQBtGC5RaU8OD8RR7nh9dtGnNPN8aqkTHp1bMNDE/qyen8Wj189wOVukM9HSCt/Zl/aGy7tzcbDJ0nLOVXr2LJKqYbh0jUAEZkoIntEJElEHq1iuYjIS/byrSIy3GnZPBHJEJHtFeqEicgyEdlnv7c//91Rzub/nMyKPcf5aV8mD85PZM3+LIwxFDvKWLM/i3ExHZkaG8nfrxvcKAf/ikZ0b8+UIZEE+lX9zIFSqmHVmgBExBd4FZgEDARmiEjFq32TgBj7NQt43WnZ28DEKlb9KLDcGBMDLLenVT36Ye9x+kW05Q8T+7N8dwYz3ljL7Pc38s32dE6VlnFJTPV3+yilWj5XzgBGAUnGmAPGmBJgATCtQplpwLvGshYIFZEuAMaYH4ETVax3GvCO/fkd4Nq67ICqWmGJgw2HTnJJ347cE9+bnx4ZzyMT+/HdrgweXLCZLiFBXNpPE4BS3kycB5WusoDIDcBEY8yv7elfAqONMfc7lVkMPGOMWWlPLwf+YIzZYE/3ABYbYwY51ck2xoQ6TZ80xlRqBhKRWVhnFURERIxYsGBBnXY0Pz+f4ODqOzDzlIaKa3OGg39vKubhuCAGdTzbxLLtuIPFB0qZ2tufQR2rb/bxtu/rfGlc7tG43Hc+sY0fP36jMSau0gJjTI0v4EbgTafpXwIvVyjzX2Cc0/RyYITTdA9ge4U62RWmT9YWy4gRI0xdrVixos51G1JDxfXEF9tMvz8tMadKHHWq723f1/nSuNyjcbnvfGIDNpgqjqmuNAGlAs59A0QDFYeFcqVMRcdONxPZ7xkuxKJcUOywBjiP79uJIH+9wKqUqporCWA9ECMiPUUkAJgOLKpQZhFwu3030BggxxiTVnFFVdSZaX+eCXzpRtyqBt/vyuBEQQkzRrfsEa6UUuen1gRgjHEA9wNLgV3AQmPMDhGZLSKz7WJLgANAEvAGcO/p+iIyH1gD9BORVBG5y170DDBBRPYBE+xpVQ9W7MmgXZAf47RXTaVUDVy6+dsYswTrIO88b47TZwPcV03dGdXMzwIudzlS5RJjDD/ty2RcTMcGGVNXKdVyaGdwLcz+4/mk5RRxsd7jr5SqhSaAFiZhz3EAbf5RStVKE0ALk7DnODGdguka1trToSilmjhNAC1IYYmDnw9mMb5/J0+HopRqBjQBtCCbU7IpLTNc2KuDp0NRSjUDmgBakMTkbACGdQutpaRSSmkCaFESk7PpFd6G0NYBng5FKdUMaAJoIYwxbE7JZmi0/vpXStnMdAwAABmsSURBVLlGE0ALkZZTRGZ+MbFdNQEopVyjCaCF2Jpqtf8PidaxdZVSrtEE0EKsPXCCAD8fBnRp5+lQlFLNhCaAFqDYUcaSbWlcEtNRu39WSrlME0AL8I+v95CRV8ydF/X0dChKqWZEE0Azt3BDCvNWHeSOsT24SPv/UUq5QRNAM2aMYc4P+4mNDuGJKQM9HY5SqpnRBNCMbTh8kgPHC7h1THft+18p5TZNAM1Qek4RRaVlfLIhlTYBvlw9uIunQ1JKNUMujQimPK+s3PDN9nSW7z7GF4lH6BvRln0Z+Vw7NIo2gfrPqJRynx45mom/fLWDd9YcJsDPh8HRoWxJsR78umFEtIcjU0o1V5oAmoH8Ygfz16Vw/fBonr1hCL4+wrKdx0g9WciYXmGeDk8p1UxpAmgGtqZmU1JWztTYLmcu9k4YGOHhqJRSzZ1LF4FFZKKI7BGRJBF5tIrlIiIv2cu3isjw2uqKyFARWSsim0Vkg4iMqp9danm2peYAMER7+lRK1aNaE4CI+AKvApOAgcAMEal40/kkIMZ+zQJed6Hus8CfjTFDgSftaVWFrak5RLdvRVgb7edfKVV/XDkDGAUkGWMOGGNKgAXAtAplpgHvGstaIFREutRS1wCney4LAY6e5760WFuPZBOrv/6VUvXMlWsAUUCK03QqMNqFMlG11P0tsFREnsdKRGOr2riIzMI6qyAiIoKEhAQXQq4sPz+/znUbUm1x5ZUYUk6c4sKOjkaNv7l+X56icblH43JfQ8TmSgKo6hFT42KZmureAzxkjPlURG4C/gNcUamwMXOBuQBxcXEmPj7ehZArS0hIoK51G1JtcSXsyQDWc+2lwxnbu/H6+mmu35enaFzu0bjc1xCxudIElAp0dZqOpnJzTXVlaqo7E/jM/vwxVnORqmBLSg4iMDhKB3pRStUvVxLAeiBGRHqKSAAwHVhUocwi4Hb7bqAxQI4xJq2WukeBS+3PlwH7znNfWqTNKSeJ6RRM2yB/T4eilGpham0CMsY4ROR+YCngC8wzxuwQkdn28jnAEmAykAQUAnfWVNde9d3AiyLiBxRht/Ors8rKDZuSs7nqAr3nXylV/1x6EMwYswTrIO88b47TZwPc52pde/5KYIQ7wXqbzSnZ5JwqZVxMuKdDUUq1QNobaBO2ZFsavj7CJTE60ItSqv5pAmiivtmexrtrDjEtNpLQ1voAmFKq/mkCaIKO5xXzmwWbGRwVwpNTdaQvpVTD0ATQBL235hClZeU8f2Os/vpXSjUYTQAekJxViHXd3LLvWB7pOUUAnCop4921h5kwIIJe4cGeClEp5QU0ATSyjzekcMlzK3j+2z0AFJQapr6ykkufW0FGXhEfb0whu7CUWZf08nCkSqmWThNAI3t3zWHrffVhCkscrE1zUFRaTrGjnNnvbeTF7/YxvFsoI7q393CkSqmWThNAI0o5Uci2IzlMGtSZvGIHf1+ym/d2ljCgSzuevzGWxJRsThSW8PBV/RCpqhslpZSqPzoiWCP6Zns6AH+cPAA/Xx/eW2udDdw2phs3jIhmcFQIpWXlDNJ+f5RSjUATQCP6fncG/Tu3pWtYa164MZaLYzqybssupo/sBkC/zm09HKFSyptoE1AjySsqZf2hE8T36wRAgJ8PN8V1ZUrvgDPj/CqlVGPSBNBIViVl4Sg3xPfTfn2UUk2DJoBG8uO+4wQH+undPUqpJkMTQCNZnZTJ6J5h+PvqV66Uahr0InADe3rxTlYlZXIoq5A7xvbwdDhKKXWGJoAGUOwo48kvdnAwq4B1B08A0MrflymxkR6OTCmlztIE0ACW7jjGRxtSAOgYHMDC/7mQcgMdgwM9HJlSSp2lCaABrE7KJLS1P3NuG0FEuyB6dmzj6ZCUUqoSTQANYHNKNrHRoYzp1cHToSilVLX0lpR6dqqkjL3H8oiN1u4clFJNmyaAenYoq4ByAzER2q2DUqppcykBiMhEEdkjIkki8mgVy0VEXrKXbxWR4a7UFZEH7GU7ROTZ898dzzucVQhA9w6tPRyJUkrVrNZrACLiC7wKTABSgfUissgYs9Op2CQgxn6NBl4HRtdUV0TGA9OAIcaYYhHpVJ875inJJwoA6B6mF36VUk2bK2cAo4AkY8wBY0wJsADrwO1sGvCusawFQkWkSy117wGeMcYUAxhjMuphfzzucFYhoa39CWnt7+lQlFKqRq7cBRQFpDhNp2L9yq+tTFQtdfsCF4vI34Ai4GFjzPqKGxeRWcAsgIiICBISElwIubL8/Pw613XH5qRTtPfH5W01Vlzu0rjco3G5R+NyX0PE5koCqKqvYuNimZrq+gHtgTHASGChiPQyzqOlA8aYucBcgLi4OBMfH+9CyJUlJCRQ17rueGLd9wzt0Z74+GEulW+suNylcblH43KPxuW+hojNlSagVKCr03Q0cNTFMjXVTQU+s5uN1gHlQEfXQ296SsvKOZpdRPcwvQCslGr6XEkA64EYEekpIgHAdGBRhTKLgNvtu4HGADnGmLRa6n4BXAYgIn2BACDzvPfIg45mn6Ks3NBN7wBSSjUDtTYBGWMcInI/sBTwBeYZY3aIyGx7+RxgCTAZSAIKgTtrqmuveh4wT0S2AyXAzIrNP81N8gnrFtBuegaglGoGXOoKwhizBOsg7zxvjtNnA9znal17fglwmzvBNnWaAJRSzYk+CVyPkk8UEuDrQ+d2QZ4ORSmlaqUJoB4dziwkOqwVPjrIu1KqGdAEUI92puXSv7P2AaSUah40AdST3KJSkk8UckGk9gKqlGoeNAHUk8TkbAAGR2kCUEo1D5oA6slPe48T4OfDyB5hng5FKaVcogmgHpSVG5buTGd0zzBaBfh6OhyllHKJJoB6kLAng5QTp7h5ZNfaCyulVBOhCaAevLPmMBHtArnqgs6eDkUppVymCeA8Hcos4Me9x7llVHf8ffXrVEo1H3rEOk8f/HwYPx9h+iht/lFKNS8u9QWkKjuSfYrVSZm8s/owV13QmQjt/kEp1cxoAqiDzPxirn9tNem5RQD8alxPD0eklFLu0wTggvJywwc/HybI35epsZE88GEiJwtL+Ou1g4gMDWJE9/aeDlEppdymCcAFb68+xF8W7wTgj59vo7TM8M+bYrlueLSHI1NKqbrTi8BVSDlRyMcbUigodmCM4f2fDzOie3tenjGMfp3b8sfJ/fXgr5Rq9vQMoAJjDDPnreNAZgEfb0zlsUn9OXC8gGeu68XU2EimxkZ6OkSllKoXegZQQfKJQg5kFjCwSzvWHTzBL15bTYCvD5MGd/F0aEopVa80AVRwulfP52+MZdpQ69f+1NhIQlr5ezIspZSqd9oEVMGm5JO0DvClX+e2/OumodwxtgeDtItnpVQLpAmggsTkbGKjQ/G1h3Uc1k1v8VRKtUwuNQGJyEQR2SMiSSLyaBXLRURespdvFZHhbtR9WESMiHQ8v105f6dKytiVlsvw7qGeDkUppRpcrQlARHyBV4FJwEBghogMrFBsEhBjv2YBr7tSV0S6AhOA5PPek3qw7UgOjnLDsK76q18p1fK5cgYwCkgyxhwwxpQAC4BpFcpMA941lrVAqIh0caHuv4BHAHO+O1IfEpNPAjC0m54BKKVaPleuAUQBKU7TqcBoF8pE1VRXRK4BjhhjtohItRsXkVlYZxVERESQkJDgQsiV5efn11r328QiwlsJ2zesqdM26sKVuDxB43KPxuUejct9DRGbKwmgqqNzxV/s1ZWpcr6ItAYeB66sbePGmLnAXIC4uDgTHx9fW5UqJSQkUFNdYwyPrFrORf06EB8/rE7baIi4PEXjco/G5R6Ny30NEZsrTUCpgHNn99HAURfLVDe/N9AT2CIih+z5m0TEY0NqHc0pIiOvWO/6UUp5DVcSwHogRkR6ikgAMB1YVKHMIuB2+26gMUCOMSaturrGmG3GmE7GmB7GmB5YiWK4MSa9vnbMXafb/4dp+79SykvU2gRkjHGIyP3AUsAXmGeM2SEis+3lc4AlwGQgCSgE7qypboPsyXnadDibQD8fBnRp5+lQlFKqUbj0IJgxZgnWQd553hynzwa4z9W6VZTp4UocDSkx5SRDokN0XF+llNfQox1Q7Chjx5Fcbf9XSnkVr+4K4oe9x/lofTLXxEZRUlbOcE0ASikv4rUJoKDYwf0fbiKvyMGSbda1Z+0CQinlTby2CWjFngzyihxnLvrGdAqmU9sgD0ellFKNx2vPAHYczcXPR3j/rlG8uHwfvxgW5emQlFKqUXltAkjKyKdnxzZ0CA7kL9MGeTocpZRqdF7bBHQ0+xTR7Vt5OgyllPIYr00AeUUOHeZRKeXVvDYB5BaV0k4TgFLKi3llAjDGkFfkoG2Q114CUUop70wAhSVllJUb2gXpGYBSynt5ZQLILSoF0CYgpZRX884EcMoBoGcASimv5pUJIM8+A9BrAEopb+aVCUCbgJRSylsTwJkmID0DUEp5L69MAGebgPQMQCnlvbwyAeQWWWcAeg1AKeXNvDMBnCol0M+HIH9fT4eilFIe450JoMihzT9KKa/npQmglHattPlHKeXdXEoAIjJRRPaISJKIPFrFchGRl+zlW0VkeG11ReQ5Edltl/9cRBptPMbcU6X6EJhSyuvVmgBExBd4FZgEDARmiMjACsUmATH2axbwugt1lwGDjDFDgL3AY+e9Ny7SjuCUUsq1M4BRQJIx5oAxpgRYAEyrUGYa8K6xrAVCRaRLTXWNMd8aYxx2/bVAdD3sj0u0K2illHJtSMgoIMVpOhUY7UKZKBfrAvwK+KiqjYvILKyzCiIiIkhISHAh5Mry8/PP1M3MKaQgsLjO66pPznE1JRqXezQu92hc7muI2FxJAFLFPONimVrrisjjgAP4oKqNG2PmAnMB4uLiTHx8fC3hVi0hIYHTdYu/+5p+vbsRHz+gTuuqT85xNSUal3s0LvdoXO5riNhcSQCpQFen6WjgqItlAmqqKyIzgSnA5caYikmlQRSVllHsKNeLwEopr+fKNYD1QIyI9BSRAGA6sKhCmUXA7fbdQGOAHGNMWk11RWQi8AfgGmNMYT3tT63y9ClgpZQCXDgDMMY4ROR+YCngC8wzxuwQkdn28jnAEmAykAQUAnfWVNde9StAILBMRADWGmNm1+fOVSXnlNUPkA4Ir5Tydi79DDbGLME6yDvPm+P02QD3uVrXnt/HrUjryekEoHcBKaW8ndc9CZyrZwBKKQV4YQLQJiCllLJ4bQII1QSglPJyXpsA9BqAUsrbeV0CyC4spU2AL/6+XrfrSil1Dq87CuacKtX2f6WUwksTgDb/KKWUFyaAXD0DUEopwAsTwInCEtq3DvB0GEop5XFelwAycovo1C7Q02EopZTHeVUCKCotI7fIQae2mgCUUsqrEsDxvGIAOrUN8nAkSinleV6VADLyigAI1yYgpZTyrgSQlmMlgAg9A1BKKe9KAIcyCwDo0bG1hyNRSinP86oEcCCzgIh2gbQO0NHAlFLKqxLAocwCenZs4+kwlFKqSfCuBJBVqAlAKaVsXpMACkoNJwpK6NFBE4BSSoEXJYC0/HIAeocHezgSpZRqGrwmAezPsRLAoKgQD0eilFJNg0sJQEQmisgeEUkSkUerWC4i8pK9fKuIDK+troiEicgyEdlnv7evn12q2r6TZUS3b0XnEH0GQCmlwIUEICK+wKvAJGAgMENEBlYoNgmIsV+zgNddqPsosNwYEwMst6cbhKOsnL0ny4nr3qA5RimlmhVXzgBGAUnGmAPGmBJgATCtQplpwLvGshYIFZEutdSdBrxjf34HuPY896Va//puL7klhsmDuzTUJpRSqtlx5YmoKCDFaToVGO1Cmaha6kYYY9IAjDFpItKpqo2LyCysswoiIiJISEhwIeRzmRMOLups8M/YRcLx3W7Xb0j5+fl12qeGpnG5R+Nyj8blvoaIzZUEIFXMMy6WcaVujYwxc4G5AHFxcSY+Pt6d6gDEAwkJCdSlbkPTuNyjcblH43JPU40LGiY2V5qAUoGuTtPRwFEXy9RU95jdTIT9nuF62Eoppc6XKwlgPRAjIj1FJACYDiyqUGYRcLt9N9AYIMdu3qmp7iJgpv15JvDlee6LUkopN9TaBGSMcYjI/cBSwBeYZ4zZISKz7eVzgCXAZCAJKATurKmuvepngIUicheQDNxYr3umlFKqRi51i2mMWYJ1kHeeN8fpswHuc7WuPT8LuNydYJVSStUfr3kSWCml1Lk0ASillJfSBKCUUl5KE4BSSnkpsa7fNg8ichw4XMfqHYHMegynvmhc7tG43KNxuaepxgXnF1t3Y0x4xZnNKgGcDxHZYIyJ83QcFWlc7tG43KNxuaepxgUNE5s2ASmllJfSBKCUUl7KmxLAXE8HUA2Nyz0al3s0Lvc01bigAWLzmmsASimlzuVNZwBKKaWcaAJQSikv5RUJoLZB7Rt42/NEJENEtjvNCxORZSKyz35v77TsMTvOPSJyVQPF1FVEVojILhHZISIPNpG4gkRknYhsseP6c1OIy2lbviKSKCKLm1hch0Rkm4hsFpENTSU2EQkVkU9EZLf9t3ahp+MSkX7293T6lSsiv/V0XPZ2HrL/7reLyHz7/0PDxmWMadEvrG6o9wO9gABgCzCwEbd/CTAc2O4071ngUfvzo8A/7M8D7fgCgZ523L4NEFMXYLj9uS2w1962p+MSINj+7A/8DIzxdFxO8f0O+BBY3BT+HZ3iOgR0rDDP47FhjfX9a/tzABDaFOJyis8XSAe6ezourOFzDwKt7OmFwB0NHVeDfblN5QVcCCx1mn4MeKyRY+jBuQlgD9DF/twF2FNVbFjjKFzYCPF9CUxoSnEBrYFNWGNIezwurNHslgOXcTYBeDwue/2HqJwAPBob0M4+oElTiqtCLFcCq5pCXJwdPz0Mq5v+xXZ8DRqXNzQBVTdgvSdFGGvENOz3Tvb8Ro9VRHoAw7B+bXs8LruZZTPWEKHLjDFNIi7g38AjQLnTvKYQF1jjbH8rIhtFZFYTia0XcBx4y242e1NE2jSBuJxNB+bbnz0alzHmCPA81uBYaVijKn7b0HF5QwI474HpG1GjxioiwcCnwG+NMbk1Fa1iXoPEZYwpM8YMxfrFPUpEBnk6LhGZAmQYYza6WqWKeQ35N3eRMWY4MAm4T0QuqaFsY8Xmh9X0+boxZhhQgNWE4em4rI1ZQ9ReA3xcW9Eq5jXE31h7YBpWc04k0EZEbmvouLwhAbgyqH1jOyYiXQDs9wx7fqPFKiL+WAf/D4wxnzWVuE4zxmQDCcDEJhDXRcA1InIIWABcJiLvN4G4ADDGHLXfM4DPgVFNILZUINU+gwP4BCsheDqu0yYBm4wxx+xpT8d1BXDQGHPcGFMKfAaMbei4vCEBuDKofWNbBMy0P8/EaoM/PX+6iASKSE8gBlhX3xsXEQH+A+wyxvyzCcUVLiKh9udWWP8pdns6LmPMY8aYaGNMD6y/n++NMbd5Oi4AEWkjIm1Pf8ZqN97u6diMMelAioj0s2ddDuz0dFxOZnC2+ef09j0ZVzIwRkRa2/8/Lwd2NXhcDXmRpam8sAas34t1pfzxRt72fKw2vVKsrH0X0AHrguI++z3Mqfzjdpx7gEkNFNM4rNPFrcBm+zW5CcQ1BEi049oOPGnP92hcFWKM5+xFYI/HhdXWvsV+7Tj9991EYhsKbLD/Pb8A2jeRuFoDWUCI07ymENefsX7wbAfew7rDp0Hj0q4glFLKS3lDE5BSSqkqaAJQSikvpQlAKaW8lCYApZTyUpoAlFLKS2kCUEopL6UJQLVIdlfE99qfI0Xkk3pa79siclBEZtvTT4nIEbtr4X0i8pmIDKxQJ1xESkXkf5zmfSgi9zhNjxaRrSLiJyK/Eqt7561218DT7DLPiUi6iDxcH/uilD4HoFoku5O7xcaYmvoSqst637bX+4k9/RSQb4x53p6+GXgRGGyMOW7PuxfrydMyY0y8PS8CWIPV22kWVmd8D2H17PkDVnfdOXZ/TeHGmINVbU+p86FnAKqlegbobf8y/1jsAXlE5A4R+UJEvrJ/yd8vIr+ze6xcKyJhdrneIvKN3cPmTyLS35WNGmM+Ar4FbnGaPQP4PRAtIlF2uWNYvT8+C8wGthpjVmL19pgH5Nvl8k8f/JWqb5oAVEv1KLDfWD2L/m+FZYOwDtCjgL8BhcbqsXINcLtdZi7wgDFmBPAw8Job294E9Adr9DWgszFmHdYgHzc7lZuDNbDH/2J1NQ1Wlw7HgIMi8paITHVju0q5xc/TASjlASuMMXlAnojkAF/Z87cBQ+xml7HAx1a/XIDVL4urnLvqnY514AerJ9H/AP8EMMaUi8j/A+KMMVn2vDIRmQiMxOoQ7F8iMsIY85Sb+6hUrTQBKG9U7PS53Gm6HOv/hA+QbZ891MUwrE7QwGr+iRCRW+3pSBGJMcbsc9qm8yAzGOvC3DpgnYgsA94CnqpjLEpVS5uAVEuVhzXesduMNTjOQRG5Eazus0Uk1pW6InI9VpfM8+2ukNsYY6KMMT2M1Z3037HOCqqrHykiw51mDQUO12U/lKqNJgDVItlNKqvsi7/P1WEVtwJ3icjpbpan1VD2odO3gQK3AZfZdwDNwBqgxdmn9vzq+APPi8husYbGvBl4sA7xK1UrvQ1UKTdUvA3UA9t/Cr0NVNUTPQNQyj05wNOnHwRrTCLyHNYZRkFjb1u1THoGoJRSXkrPAJRSyktpAlBKKS+lCUAppbyUJgCllPJS/x8odj+idTDB+AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = r.stats['KINETIC_ENRG'].plot(title='kinetic energy')\n",
"ax.grid()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"ds = r['surf']\n",
"ds['u2'] = ds.u**2\n",
"ds['v2'] = ds.v**2\n",
"ds_mean = ds.mean(dim=['x_rho','x_u','time']).persist()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = plt.subplot(111)\n",
"ds_mean.u2.plot(y='y_rho', ax=ax, label='u2')\n",
"ds_mean.v2.plot(y='y_v', ax=ax, label='v2')\n",
"ax.legend()\n",
"ax.grid()\n",
"plot_Fy(r)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"u2_meanx = (r['surf'].u**2).mean(dim=['x_u']).persist()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"u2_meanx.plot(x='time', y='y_rho', cmap='afmhot_r') #.values.shape\n",
"plot_Fy(r)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"toplt = u2_meanx.groupby_bins('time',np.arange(0,1000,50)).mean('time').squeeze()\n",
"toplt.time_bins.values = [t.values.item().mid for t in toplt.time_bins] # contourf won't work otherwise\n",
"toplt.plot.contourf(x='time_bins', y='y_rho', cmap='afmhot_r')\n",
"plot_Fy(r)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"--- \n",
"\n",
"## pictures"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"hdl = (r['surf']['ssh'].sel(time=slice(0,1000,200))\n",
" .plot(x='x_rho', y='y_rho', col='time', col_wrap=4, \n",
" subplot_kws={'aspect':'equal'},\n",
" aspect=.5, figsize=(10,5))\n",
" )\n",
"plot_Fy(r, ax=hdl.axes[0,-1])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"hdl = (r['surf']['u'].sel(time=slice(0,1000,200))\n",
" .plot(x='x_u', y='y_rho', col='time', col_wrap=4, \n",
" subplot_kws={'aspect':'equal'},\n",
" aspect=.5, figsize=(10,5))\n",
")\n",
"plot_Fy(r, ax=hdl.axes[0,-1])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"ename": "AttributeError",
"evalue": "'Grid' object has no attribute '_metrics'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-13-1b0a69d4c1f3>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mu\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'surf'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'u'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'surf'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'v'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mzeta\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxgrid\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mderivative\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mu\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'eta'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxgrid\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mderivative\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'xi'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/.miniconda3/envs/equinox/lib/python3.7/site-packages/xgcm/grid.py\u001b[0m in \u001b[0;36mderivative\u001b[0;34m(self, da, axis, **kwargs)\u001b[0m\n\u001b[1;32m 1172\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1173\u001b[0m \u001b[0mdiff\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdiff\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mda\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1174\u001b[0;31m \u001b[0mdx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_metric\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdiff\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1175\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mdiff\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mdx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1176\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.miniconda3/envs/equinox/lib/python3.7/site-packages/xgcm/grid.py\u001b[0m in \u001b[0;36mget_metric\u001b[0;34m(self, array, axes)\u001b[0m\n\u001b[1;32m 998\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 999\u001b[0m \u001b[0;31m# will raise KeyError if the axis combination is not in metrics\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1000\u001b[0;31m \u001b[0mpossible_metric_vars\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_metrics\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mac\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mac\u001b[0m \u001b[0;32min\u001b[0m \u001b[0maxis_combinations\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1001\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mpossible_combinations\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mitertools\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mproduct\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mpossible_metric_vars\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1002\u001b[0m metric_dims = set(\n",
"\u001b[0;32m~/.miniconda3/envs/equinox/lib/python3.7/site-packages/xgcm/grid.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 998\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 999\u001b[0m \u001b[0;31m# will raise KeyError if the axis combination is not in metrics\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1000\u001b[0;31m \u001b[0mpossible_metric_vars\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_metrics\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mac\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mac\u001b[0m \u001b[0;32min\u001b[0m \u001b[0maxis_combinations\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1001\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mpossible_combinations\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mitertools\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mproduct\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mpossible_metric_vars\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1002\u001b[0m metric_dims = set(\n",
"\u001b[0;31mAttributeError\u001b[0m: 'Grid' object has no attribute '_metrics'"
]
}
],
"source": [
"u, v = r['surf']['u'], r['surf']['v']\n",
"zeta = (-r.xgrid.derivative(u, 'eta') + r.xgrid.derivative(v, 'xi'))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# hardcode derivative: not ideal\n",
"u, v = r['surf']['u'], r['surf']['v']\n",
"zeta = (-r.xgrid.diff(u, 'eta') + r.xgrid.diff(v, 'xi'))/4e3"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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